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firatcand/founder-skills
Claude Code skills for founders building B2B SaaS — covering GTM, product, engineering, design, and content.
History
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Heat
4.4- Star growth, last 7 daysNot available
- Star growth, last 24 hoursNot available
- Rank movement, last 7 daysNot available
- Commits, last 30 daysNot available
- Accounts asking about it through MCP, last 7 daysNot available
- Hot votes this weekNot available
Heat never changes the order by stars, and sponsorship never touches it. How heat works
Stars over time
30-day change not yet available: not enough history.
Individual skills in this repository
- channel-expert
channel-expert - copywriter-skill
copywriter-skill - data-analysis
data-analysis - design
design - devops
devops - motion-picture
motion-picture - plg-skill
plg-skill - pricing
pricing - product-position
product-position - product-spec
product-spec - prospecting
prospecting - sales-skill
sales-skill - script-writer-skill
script-writer-skill - seo
seo - software-architect
software-architect
How it works
channel-expert
When your agent uses it
Use when a B2B SaaS founder needs to choose, prioritize, or rebalance customer acquisition channels — deciding outbound vs inbound, paid vs PLG, where to put marketing budget, or sanity-checking CAC, LTV:CAC, and payback. Also for channel-specific playbooks (cold email, LinkedIn, paid social, community, partnerships) and channel-mix audits. Not for closing tactics (use sales-skill) or copy (use copywriter-skill).
What it loads into context
Frontmatter
107 tokensAlways available to the agent
SKILL.md
1,207 tokensWhen the skill is activated
Reference documents
3,198 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- When to read the reference file
- Core workflow
- Output formats
- Key principles
- Anti-patterns to flag
Files
SKILL.mdcore5,236 bytesreferences/channel-knowledge-base.mddoc12,393 bytes
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# Channel Expert — B2B SaaS Acquisition Channel Strategist
You are a senior B2B SaaS GTM strategist specializing in acquisition channel selection, benchmarking, and execution planning. You combine data-driven channel economics with practical founder-level advice.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.
Apply frameworks silently — name one only when it helps the reader, not to show your work. When context is missing, state your assumption in one line and proceed; don't interrogate.
## When to read the reference fileView the complete source on GitHubcopywriter-skill
When your agent uses it
Use when the user needs to write, rewrite, review, or critique commercial copy meant to drive a reader toward action — landing pages, hero sections, headlines, email (cold outreach, nurture, promo, launch), CTAs, microcopy, product descriptions, value propositions, ads, or taglines. Also for copy audits, clarity checks, conversion reviews, or choosing a framework (AIDA, PAS, BAB, FAB, 4U's). Applies even when the user just says "write me an email" or "review this page." Not for channel/budget strategy (use channel-expert) or pricing structure (use pricing).
What it loads into context
Frontmatter
146 tokensAlways available to the agent
SKILL.md
2,914 tokensWhen the skill is activated
Reference documents
11,019 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- Mode Detection
- WRITE Mode
- REVIEW Mode
- Headline Generation
- Email-Specific Guidance
- Quick Reference: Core Principles
- Reference
Files
SKILL.mdcore12,656 bytesreferences/knowledge-base.mddoc52,123 bytes
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# Clarity-First Copywriting
This skill enables two modes: **WRITE** (draft new copy) and **REVIEW** (audit and improve existing copy). Both are grounded in the same clarity-first methodology.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.
Apply frameworks silently — name one only when it helps the reader, not to show your work. When context is missing, state your assumption in one line and proceed; don't interrogate.
> **First action on trigger:** Read `references/knowledge-base.md` to load the full methodology before producing any output. The knowledge base contains the detailed principles, frameworks, and practitioner guidance that inform every decision below.View the complete source on GitHubdata-analysis
When your agent uses it
Use when the user needs to design, run, or audit product or GTM analytics — metric hierarchies and north stars, funnels, cohort retention, churn, pipeline velocity, forecasting, lead scoring, NRR, A/B tests, or analytical SQL — or uploads a dataset to analyze. Triggers on questions like "why did activation drop", "is this metric meaningful", "review my dashboard", or "what should I measure". For writing the spec that defines a feature's success metrics, use product-spec.
What it loads into context
Frontmatter
113 tokensAlways available to the agent
SKILL.md
2,609 tokensWhen the skill is activated
Reference documents
16,973 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Purpose
- Output discipline
- Core Principles
- Workflows
- Anti-Pattern Detection
- When NOT to Analyze
- Reference Material
Files
SKILL.mdcore12,210 bytesSKILL.mdcore12,210 bytesreferences/knowledge-base.mddoc81,795 bytes
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# Data Analysis Skill
## Purpose
Coach anyone doing product or GTM data analysis through rigorous, decision-useful analytical work. This skill operates in three modes:
1. **Advisory / Coaching** — User describes a data question → guide them to the right framework, flag biases, recommend methodology.
2. **Hands-on Execution** — User provides data → perform the analysis in Python/SQL following best practices.
3. **Review / Audit** — User shares an existing analysis, metric, or dashboard → critique it and recommend improvements.
Always produce **structured deliverables** rather than conversational advice.
## Output discipline
View the complete source on GitHubdesign
When your agent uses it
Use when a non-designer needs to audit a UI, generate a design spec (spacing, type scale, color tokens, grids), or build brand foundations (logo systems, palette and type pairing, brand guidelines). Covers the visual layer, UX/perceptual critique, and brand identity. For implementing the design in code (React/HTML/CSS), use frontend-design.
What it loads into context
Frontmatter
83 tokensAlways available to the agent
SKILL.md
2,062 tokensWhen the skill is activated
Reference documents
4,660 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- Substrate awareness
- Modes
- Key Numeric Defaults
- Principle areas
- Output format
- Handoff
Files
SKILL.mdcore8,943 bytesreferences/knowledge-base.mddoc20,401 bytes
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# Design Advisor
You help founders and developers who aren't trained designers make confident, principle-backed design decisions. You speak plainly — no jargon without explanation — and you ground every recommendation in a named principle, heuristic, or standard (WCAG 2.2, Gestalt, 60-30-10, Atomic Design, modular type scales), not vague taste. You commit to specific values (px, ratios, contrast numbers) rather than abstract advice.
## Output discipline
Deliver only the finished audit, spec, or brand foundation — nothing about how you produced it. Before sending, delete any of these if they appear:
- Process or mode narration ("Mode 1", "I have everything I need", "No references directory exists", "following the skill's methodology").
- Internal reference pointers the reader can't see ("§3.2", "per the knowledge base").
- Skill-handoff chatter — mention frontend-design only if the user explicitly asks to implement, and never inside the deliverable.
Commit to specific values (px, ratios, contrast numbers). State any assumption in one line, then proceed.
## Substrate awarenessView the complete source on GitHubdevops
When your agent uses it
Use when the user needs to deploy, operate, secure, or scale running infrastructure — cloud architecture (multi-region, VPC, FinOps), CI/CD and deployment strategies, secrets/IAM/supply-chain security, observability and SLO alerting, SRE and incident response, Kubernetes vs ECS and autoscaling, Terraform/Pulumi/CDK, or platform engineering and DORA metrics. Also for generating runbooks, pipeline configs, Terraform modules, or Kubernetes manifests. For choosing the system's architecture or stack before it runs (monolith vs microservices, which database), use software-architect.
What it loads into context
Frontmatter
140 tokensAlways available to the agent
SKILL.md
1,367 tokensWhen the skill is activated
Reference documents
6,183 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- How to Use This Skill
- Quick-Reference Decision Heuristics
Files
SKILL.mdcore6,004 bytesSKILL.mdcore6,004 bytesreferences/cicd-pipelines.mddoc3,340 bytesreferences/cloud-architecture.mddoc5,052 bytesreferences/container-orchestration.mddoc2,850 bytesreferences/developer-experience.mddoc2,940 bytesreferences/incident-reliability.mddoc3,528 bytesreferences/infrastructure-as-code.mddoc2,717 bytesreferences/observability.mddoc3,139 bytesreferences/security-compliance.mddoc3,211 bytes
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# DevOps & Infrastructure Best Practices
Practitioner-grounded advisor covering eight domains with opinionated best practices, failure patterns, corrective heuristics, and decision frameworks. Sourced from DORA research, AWS Well-Architected Framework, Google SRE, and practitioners including Nicole Forsgren, Charity Majors, Kelsey Hightower, and Jez Humble.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.
Apply frameworks silently — name one only when it helps the reader, not to show your work. When context is missing, state your assumption in one line and proceed; don't interrogate.
## How to Use This SkillView the complete source on GitHubmotion-picture
When your agent uses it
Use when planning, auditing, or speccing a video's motion and visual craft: shot lists, storyboards, color scripts, transitions, easing, kinetic typography, pacing, retention, or animation principles. Triggers: 'video plan', 'shot list', 'storyboard', 'color script', 'motion spec', 'fix the pacing', 'explainer/demo/brand video'. For the spoken words themselves, use script-writer-skill; for in-code UI motion, use frontend-design.
What it loads into context
Frontmatter
108 tokensAlways available to the agent
SKILL.md
1,586 tokensWhen the skill is activated
Reference documents
18,630 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- Before responding: load the knowledge base
- Six Domains
- What you produce
- Decision frameworks to apply
- Handoff rules
- Response approach
Files
SKILL.mdcore7,346 bytesreferences/knowledge-base.mddoc89,393 bytes
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# Motion Picture & Video Design Skill
You are a motion picture and video design advisor. Your knowledge base is grounded in the practitioner traditions of Pixar, Studio Ghibli, Walter Murch, Saul Bass, and Kyle Cooper. You produce **markdown spec deliverables** and **principled advisory responses**.
If brand/voice/audience/stage context is provided, honor it; otherwise state assumptions and proceed.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.
Apply frameworks silently — name one only when it helps the reader, not to show your work. When context is missing, state your assumption in one line and proceed; don't interrogate.View the complete source on GitHubplg-skill
When your agent uses it
Use when a SaaS founder is deciding on or building a product-led growth motion — assessing PLG readiness, choosing freemium vs free trial vs reverse trial, defining activation and PQLs, designing self-serve onboarding and conversion triggers, building viral loops, or setting up PLG metrics (NRG, activation rate, TTV, NDR, CAC payback) and cohort analysis. Also for hybrid product-led-sales design and PLG-vs-sales-led GTM decisions. Not for paid acquisition channel mix (use channel-expert) or the mechanics of price points and tiers (use pricing).
What it loads into context
Frontmatter
142 tokensAlways available to the agent
SKILL.md
1,374 tokensWhen the skill is activated
Reference documents
3,002 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- When This Skill Is Invoked
- Core Capabilities
- Response Guidelines
- Common Failure Modes to Flag
Files
SKILL.mdcore6,149 bytesreferences/plg-knowledge-base.mddoc13,420 bytes
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# PLG Skill — Product-Led Growth Advisor
You are a senior PLG strategist with deep knowledge of product-led growth frameworks, metrics, and implementation patterns drawn from practitioners at OpenView, Insight Partners, McKinsey, Bain, and operators at Slack, Figma, Calendly, Datadog, Dropbox, Notion, and others.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.
Apply frameworks silently — name one only when it helps the reader, not to show your work. When context is missing, state your assumption in one line and proceed; don't interrogate.
## When This Skill Is InvokedView the complete source on GitHubpricing
When your agent uses it
Use when a SaaS founder needs to set, audit, or redesign pricing — choosing a value metric, structuring tiers and packaging, setting price points, designing discounts, planning a price increase, or optimizing a pricing page. Also for monetization questions like free-to-paid conversion, expansion revenue, willingness-to-pay research, or per-seat vs usage-based. Not for which acquisition channels to use (use channel-expert) or the wording of the pricing page (use copywriter-skill).
What it loads into context
Frontmatter
105 tokensAlways available to the agent
SKILL.md
1,175 tokensWhen the skill is activated
Reference documents
15,933 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- Three Modes
- Topic-to-Section Map
- Response Guidelines
Files
SKILL.mdcore5,174 bytesSKILL.mdcore5,174 bytesreferences/full-reference.mddoc73,992 bytes
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# SaaS Pricing Skill
You are a SaaS pricing strategist grounded in practitioner frameworks from ProfitWell, OpenView, Simon-Kucher, a16z, and named operators (Patrick Campbell, Kyle Poyar, Tomasz Tunguz, Madhavan Ramanujam, Jason Lemkin, Mark Roberge). You advise, audit, and build.
## Output discipline
**Output only the finished deliverable — nothing about how you produced it.** Before sending, delete any of these if they appear:
- Process or mode narration: "Builder mode", "I have everything I need", "following the skill's methodology", "Let me produce…".
- Internal reference pointers the reader can't see: "§3.2", "per the knowledge base", or source shorthand like "a16z anti-pattern", "Twilio dynamic", "Slack-bytes failure" — give the advice directly; name a company only as a plain, self-explanatory example.
- Skill-handoff chatter.
Commit to real numbers — never leave `$X` placeholders. State any assumption in one line, then proceed. Apply frameworks silently.
**Before responding to any pricing question, read `references/full-reference.md`** — it contains all frameworks, benchmarks, named examples, and anti-patterns. Use it as your knowledge base. Do not guess or generalize when the reference has specific data.View the complete source on GitHubproduct-position
When your agent uses it
Use when a B2B SaaS product needs upstream positioning or messaging clarity — defining who it's for, the category, competitive alternatives, differentiation, value props, strategic narrative, or a messaging hierarchy. Triggers include "my messaging isn't working," "we sound like everyone else," repositioning, or auditing an existing positioning doc. Use before homepage, deck, or sales-narrative work. Not for writing the final copy (use copywriter-skill) or running the sales process (use sales-skill).
What it loads into context
Frontmatter
110 tokensAlways available to the agent
SKILL.md
1,918 tokensWhen the skill is activated
Reference documents
3,337 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Purpose
- Output discipline
- When to use this skill
- Workflow
- Audit mode
- Key principles (always apply)
Files
SKILL.mdcore8,796 bytesreferences/frameworks.mddoc15,281 bytes
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# Product Positioning & Messaging for B2B SaaS
## Purpose
Help founders and operators make sharp positioning decisions, build structured messaging hierarchies, and produce core positioning artifacts — grounded in methodologies from Dunford, Ries & Trout, Raskin, Moesta, Laja, Pierri, Lochhead, and others. If brand/voice/audience/stage context is provided, honor it; otherwise state assumptions and proceed.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.
Apply frameworks silently — name one only when it helps the reader, not to show your work. When context is missing, state your assumption in one line and proceed; don't interrogate.View the complete source on GitHubproduct-spec
When your agent uses it
Use when the user needs to scope, write, or audit a product spec — a PRD, feature spec, user stories, acceptance criteria, or a "spec this out"/"break this into stories"/"definition of done" request — or wants an existing spec reviewed for gaps and anti-patterns. Triggers whenever a feature idea needs to become structured requirements that align a team on what to build. For the analytics behind success metrics, use data-analysis; for the technical design, use software-architect.
What it loads into context
Frontmatter
110 tokensAlways available to the agent
SKILL.md
2,661 tokensWhen the skill is activated
Reference documents
2,242 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Purpose
- Output discipline
- Modes
- Step 1: Diagnose the Request
- Step 2: Discovery
- Step 3: Write the Document
- Step 4: Audit Mode
- Handoff Rules
- Reference Knowledge Base
Files
SKILL.mdcore11,673 bytesreferences/spec-writing-guide.mddoc11,023 bytes
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# Product Spec Writer
## Purpose
Help founders, PMs, and product teams produce thorough, well-structured product specification documents — PRDs, feature specs, and user stories — through a guided discovery process. Outputs are always markdown files. The skill also audits existing specs for anti-patterns and gaps.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.
Apply frameworks silently — name one only when it helps the reader, not to show your work. When context is missing, state your assumption in one line and proceed; don't interrogate.View the complete source on GitHubprospecting
When your agent uses it
Use when the user needs to find, prioritize, or engage B2B prospects — defining an ICP, tiering accounts, building or enriching lists, reading buying signals, designing multi-channel cadences, cold calling, LinkedIn outreach, routing inbound leads, or diagnosing weak pipeline generation. Also for live prospecting coaching. Not for closing (use sales-skill), copy (use copywriter-skill), or CAC analysis (use channel-expert).
What it loads into context
Frontmatter
97 tokensAlways available to the agent
SKILL.md
3,179 tokensWhen the skill is activated
Reference documents
0 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- 1. ICP Definition
- 2. Multi-Segment Strategy
- 3. Account Tiering
- 4. List Building & Enrichment
- 5. Signal-Based Prospecting
- 6. Cold Calling Strategy
- 7. LinkedIn Outreach
- 8. Community & Event Prospecting
- 9. Inbound Lead Routing
- 10. Multi-Channel Cadence Design
- 11. Metrics & Retrospectives
- Coaching Mode
Files
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# B2B Prospecting Advisor
You are a B2B prospecting strategist grounded in practitioner evidence. Your operating philosophy: **prospecting is a system of prioritized hypotheses, not a volume exercise.** Precision beats volume. Depth before breadth. Signal before schedule.
When advising, consider the user's context: solo founder vs. team, ACV range, segment (SMB/mid-market/enterprise), and current GTM maturity. Adjust recommendations accordingly. If brand/voice/audience/stage context is provided, honor it; otherwise state assumptions and proceed.
Output format: conversational advice with frameworks, decision rules, and structured thinking. Do not write outbound copy — defer to the copywriter skill for that.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.View the complete source on GitHubsales-skill
When your agent uses it
Use when the user is working a B2B SaaS deal from qualified opportunity to closed-won — preparing discovery calls, structuring demos or POCs, handling a specific objection, qualifying with MEDDIC/MEDDPICC/SPICED, building mutual action plans, navigating negotiation or procurement, or reviewing pipeline health, forecast accuracy, and deal velocity. Not for finding or prospecting new leads (use prospecting) or upstream positioning (use product-position).
What it loads into context
Frontmatter
101 tokensAlways available to the agent
SKILL.md
1,576 tokensWhen the skill is activated
Reference documents
3,929 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- Orientation: Start with Context
- Knowledge Base
- Core Operating Principles
- Skill Modes
- Output Format
Files
SKILL.mdcore7,409 bytesreferences/sales-knowledge-base.mddoc18,531 bytes
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# B2B SaaS Sales Execution Skill
This skill coaches on converting qualified B2B SaaS pipeline into closed revenue. It covers discovery, demos, objection handling, pipeline management, and closing mechanics, informed by major sales methodologies and data-driven research.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.
Apply frameworks silently — name one only when it helps the reader, not to show your work. When context is missing, state your assumption in one line and proceed; don't interrogate.
## Orientation: Start with ContextView the complete source on GitHubscript-writer-skill
When your agent uses it
Use when the deliverable is spoken words to be performed on camera or into a mic: video and podcast scripts, hooks, and CTAs for short-form (TikTok, Reels, Shorts), YouTube long-form, or podcast episodes. Triggers: "write me a reel about X", "I need a hook for my video", "script a 60-second video", "draft a podcast episode", "turn this idea into a script". For motion/timing/shot specs rather than the words, use motion-picture.
What it loads into context
Frontmatter
119 tokensAlways available to the agent
SKILL.md
2,676 tokensWhen the skill is activated
Reference documents
628 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- Step 1: Gather Inputs
- Step 2: Select Structure
- Step 3: Write the Script
- Step 4: Format the Output
- Step 5: Offer Iterations
- Platform-Specific Reminders
Files
SKILL.mdcore11,334 bytesreferences/video-script-best-practices.mddoc2,593 bytes
Read SKILL.md
# Script Writer Skill
You write production-ready video and podcast scripts for B2B thought leadership, educational content, and UGC-style creator content. Your scripts are optimized for platform algorithms (retention, completion, engagement) and human psychology (clarity, emotion, narrative tension).
Before reading further, load `references/video-script-best-practices.md` for the full knowledge base of frameworks, data, and patterns that inform every script you write.
If brand/voice/audience/stage context is provided, honor it; otherwise state assumptions and proceed.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.View the complete source on GitHubseo
When your agent uses it
Use when the user wants to get found in Google or AI engines (ChatGPT, Perplexity, AI Overviews) — keyword and content strategy, technical or content SEO audits, schema markup, link building, topical clustering, E-E-A-T, AI citation (AEO), or deciding whether SEO is even the right channel for their startup. Calibrated for early-stage, low-authority sites. Not for paid acquisition or channel-mix/CAC analysis (use channel-expert), or writing the page copy itself (use copywriter-skill).
What it loads into context
Frontmatter
120 tokensAlways available to the agent
SKILL.md
2,443 tokensWhen the skill is activated
Reference documents
8,360 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- Core Principles
- How to Use This Skill
- Key Frameworks
- Reference Files
- Response Style
Files
SKILL.mdcore10,435 bytesSKILL.mdcore10,435 bytesSKILL.mdcore10,435 bytesreferences/aeo-checklists.mddoc7,257 bytesreferences/benchmarks-timelines.mddoc6,853 bytesreferences/common-mistakes.mddoc4,049 bytesreferences/keyword-content-strategy.mddoc9,955 bytesreferences/link-building.mddoc4,180 bytesreferences/technical-checklist.mddoc4,440 bytes
Read SKILL.md
# SEO & AEO Advisor for Early-Stage Startups
You are an SEO and AEO strategist helping startup founders build organic search presence and AI citation authority from zero. Your advice is calibrated for resource-constrained teams (1–2 people on SEO), low/no domain authority, and limited budgets. If brand/voice/audience/stage context is provided, honor it; otherwise state assumptions and proceed.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.
Apply frameworks silently — name one only when it helps the reader, not to show your work. When context is missing, state your assumption in one line and proceed; don't interrogate.
## Core PrinciplesView the complete source on GitHubsoftware-architect
When your agent uses it
Use when the user is deciding, reviewing, or second-guessing a software architecture or tech-stack choice — monolith vs microservices vs serverless vs event-driven, backend language, database type, caching, CQRS/event sourcing, polyglot, or a migration like Strangler Fig. Triggers on "should I use microservices", "which database", "tech stack for", "system design", or "architecture review". For how to deploy, operate, and scale that design (CI/CD, cloud, Kubernetes, IaC), use devops.
What it loads into context
Frontmatter
121 tokensAlways available to the agent
SKILL.md
803 tokensWhen the skill is activated
Reference documents
3,378 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- Output discipline
- Core Principles
- Decision Workflow
- Reference Files
- Response Format
Files
SKILL.mdcore3,849 bytesreferences/architectural-styles.mddoc5,184 bytesreferences/backend-runtimes.mddoc4,240 bytesreferences/data-layer.mddoc6,633 bytes
Read SKILL.md
# Software Architect
An evidence-based decision framework for software architecture and technology selection. Grounded in practitioner literature, not hype cycles.
## Output discipline
Deliver only what the user will actually use. Never leak internal scaffolding into the output:
- No reference citations the reader can't see ("§3.2", "per the knowledge base", "KB §1.4").
- No mode or process narration ("Mode: Generate", "I have everything I need", "following the skill's methodology").
- No skill-handoff chatter inside the deliverable.
Apply frameworks silently — name one only when it helps the reader, not to show your work. When context is missing, state your assumption in one line and proceed; don't interrogate.
## Core PrinciplesView the complete source on GitHubSkills included
- channel-expert
- copywriter-skill
- data-analysis
- design
- devops
- motion-picture
- plg-skill
- pricing
- product-position
- product-spec
- prospecting
- sales-skill
- script-writer-skill
- seo
- software-architect
Repository facts
- License
- MIT
- Created
- Apr 13, 2026
- Last pushed
- Jul 2, 2026
- Forks
- 4
- Open issues
- 0
- Project activity
- Slowing
Before you install
Network or broad shellAutomated signals, not a guarantee
Checked Nov 7, 2026
Not fully analyzed: some files were too long, unreadable or missing. This never lowers the level.
Show 5 notes
data-analysis/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzeddevops/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedpricing/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedseo/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzedseo/SKILL.md:1Analysis incomplete: Referenced executable target unavailable; not analyzed
- No broad tool permissions
- No dangerous shell commands
- 318 network referencesin 4 files: data-analysis/references/knowledge-base.md:406 motion-picture/references/knowledge-base.md:376 pricing/references/full-reference.md:494 and 1 more
- No hidden or obfuscated text
- No instruction overrides
- No executable scripts
- No access to secrets
- No requests to vote in Hot
Show all 318 signals by file
copywriter-skill/references/knowledge-base.md
- Network accessline 303
1. [Paul Graham - Essays on startups, programming, and life](https://paulg.spicytakes.org) - Writing, Briefly. 4.6. Key Insight: Writing well is a thinking tool: draft ... He outlines shared pr... - Network accessline 305
2. [James Clear's Post - LinkedIn](https://www.linkedin.com/posts/jamesclear_the-simplest-way-to-clarify-your-thinking-activity-7171553616586096640-5wjc) - The simplest way to clarify your thinking is to write a full page about whatever you - Network accessline 307
3. [Politics and the English Language - Wikipedia](https://en.wikipedia.org/wiki/Politics_and_the_English_Language) - Network accessline 309
4. [Politics and the English Language Summary | SuperSummary](https://www.supersummary.com/politics-and-the-english-language/summary/) - Thanks for exploring this SuperSummary Plot Summary of “Politics and the English Language” by George... - Network accessline 311
5. [Book Summary: On Writing Well by William Zinsser](https://www.lucapallotta.com/on-writing-well-by-william-zinsser/) - Zinsser's 'On Writing Well' explores nonfiction writing through simplicity, clarity, and personal st... - Network accessline 313
6. [Steven Pinker's Guide to Classic Style](https://philosophicaldisquisitions.blogspot.com/2014/09/steven-pinkers-guide-to-classic-style.html) - I try to be a decent writer. I try to convey complex ideas to a broader audience. I try to wri - Network accessline 315
7. [Simplicity vs. Clutter Theme Analysis - On Writing Well](https://www.litcharts.com/lit/on-writing-well/themes/simplicity-vs-clutter) - Get everything you need to know about Simplicity vs. Clutter in On Writing Well. Analysis, related q. - Network accessline 317
8. [The Sense of Style: The Thinking Person’s Guide to Writing in ...](https://www.lovethesat.com/sense-style-thinking-persons-guide-writing-21st-century-steven-pinker) - Network accessline 319
9. [Orwell's Six Rules of Writing - YouTube](https://www.youtube.com/watch?v=u25kGuMp-nE) - This tutorial will explain George Orwell's six rules of writing. These rules help students improve t... - Network accessline 321
10. [Everybody Writes Book Summary by Ann Handley | Sipreads](https://sipreads.com/everybody-writes) - It helps the customer do something that's important to her · The writer relies on data and is creati... - Network accessline 323
11. [Scientific Advertising Summary](https://www.scribd.com/document/897620813/Scientific-Advertising-Summary) - Claude C. Hopkins emphasizes that advertising is a science focused solely on driving measurable sale... - Network accessline 325
12. [Scientific Advertising by Claude Hopkins | Gopal](https://www.gop.al/scientific-advertising-by-claude-hopkins) - It is profitable or unprofitable according to its actual sales. It is not for general effect. It is ... - Network accessline 327
13. [Clarity vs Cleverness in Copywriting: Why “Clear” is Better - WRIXON](https://wrixon.com/clarity-cleverness-copywriting/) - Discover why clarity beats cleverness in copywriting. Learn proven tips to write clear copy that con... - Network accessline 329
14. [The Best of James Clear: Big Ideas From His Last 3,000 Tweets](https://letter.substack.com/p/the-best-of-james-clear-big-ideas) - Ruthlessly eliminate unnecessary information and needless words. The best writing is short, but pote... - Network accessline 331
15. [Summary: Julian Shapiro's Writing Well Handbook | PDF - Scribd](https://www.scribd.com/document/983993847/Summary-Julian-Shapiro-s-Writing-Well-Handbook) - The 'Writing Well Handbook' provides a comprehensive guide on sourcing writing - Network accessline 333
16. [Writing That Wins: Lessons from "Everybody Writes" - LinkedIn](https://www.linkedin.com/pulse/writing-wins-lessons-from-everybody-writes-sindhu-j-3yrwc) - But Handley introduced me to pathological empathy, writing as if you're in the r - Network accessline 335
17. [How to Write Effective Newsletters: Ann Handley's Secrets | Podcast](https://www.marketingprofs.com/podcasts/2019/41542/writing-email-ann-handley-marketing-smarts) - MarketingProfs Chief Content Officer, best-selling author, and global - Network accessline 337
18. [Case Study: Creativity vs. clarity in email subject lines](https://sherpablog.marketingsherpa.com/email-marketing/aweber-subject-line-test/) - It's critical for any marketing email to be labeled with an appealing, even gripping, subjec - Network accessline 339
19. [The Copywriter's Handbook Book Summary by Robert W. Bly](https://www.shortform.com/summary/the-copywriters-handbook-summary-robert-w-bly) - The book outlines proven techniques for capturing your audience's interest, communicating benef - Network accessline 341
20. [The Copywriter's Handbook by Robert W. Bly | PDF - Scribd](https://www.scribd.com/document/383219183/The-Copywriter-s-Handbook-by-Robert-W-Bly) - The document provides guidance for writing effective copy, summaries key principles as fo - Network accessline 343
21. [Features vs Benefits: What's the Difference & Why Does it ...](https://karinabarker.ca/whats-the-difference-between-a-feature-and-a-benefit-and-why-does-it-matter-in-copywriting/) - It’s cold outside right now. Really cold. Toronto is - Network accessline 345
22. [Copywriting 101: Features vs. Benefits - The Writers For Hire](https://www.thewritersforhire.com/copywriting-101-features-vs-benefits/) - Are you a copywriter and confused between features & benefits? This are the difference between th - Network accessline 347
23. [[PDF] Eugene Schwartz Breakthrough Advertising - chaniotakis.com](https://chaniotakis.com/default.aspx/book-search/aPvSge/Eugene-Schwartz-Breakthrough-Advertising.pdf) - Network accessline 349
24. [Eugene Schwartz Breakthrough Advertising - OGh](https://ogh.nl/download/browse/mo2vAo/EugeneSchwartzBreakthroughAdvertising.pdf) - Network accessline 351
25. [The AIDA Model & Elias St. Elmo Lewis - Ric Dragon](https://ricdragon.com/2011/12/30/the-aida-model-elias-st-elmo-lewis/) - A guy named Elias St. Elmo Lewis invented an oft-cited marketing concept of AIDA (acronym for “atten... - Network accessline 353
26. [The 6 most used Copywriting Frameworks (with examples) - Swonkie](https://blog.swonkie.com/en/the-6-most-used-copywriting-frameworks-with-examples/) - AIDA – Attention, Interest, Desire, and Action · PAS – Problem, Agitate, and Solutio - Network accessline 355
27. [13 Copywriting Frameworks You Need to Know - Digitaloft](https://digitaloft.co.uk/copywriting-frameworks/) - 1. AIDA – Attention → Interest → Desire → Action · 2. PAS – Problem → Agitate → Solution · 3. FAB – ... - Network accessline 357
28. [How to Master the Problem-Agitate-Solution Copywriting ...](https://blaksheepcreative.com/digital-marketing/content-marketing/copywriting/problem-agitate-solution-formula/) - If you're looking for a proven formula that can help you wri - Network accessline 359
29. [15 copywriting frameworks that are revolutionizing online marketing ...](https://non.agency/en/blog/15-copywriting-frameworks-that-are-revolutionizing-online-marketing-and-seo/) - Effective copywriting is an art that can turn mediocre - Network accessline 361
30. [Examples of 4U headlines for...](https://lectera.com/info/articles/4u-headlines) - A 4U headline captures the reader’s attention and casts your unique selling proposition (USP) in the... - Network accessline 363
31. [The Dark Magic of Conversion Copywriting with Joanna Wiebe](https://paidsearchmagic.com/6/) - Network accessline 365
32. [How to Write Potent Headlines: A Lesson from David Ogilvy](https://contentforbiz.com/2012/01/how-to-write-potent-headlines-a-lesson-from-david-ogilvy/) - Lessons on writing headlines from legendary ad man David Ogilvy are relevant to w - Network accessline 367
33. [Ogivly Impressions – 25 Favourite Quotes From The Confessions](https://www.iliyanastareva.com/blog/ogivly-impressions-25-favourite-quotes-from-the-confessions) - My favourite quotes and thoughts from David Ogilvy's "Confessions of an A - Network accessline 369
34. [Confessions of an Advertising Man - Wikipedia](https://en.wikipedia.org/wiki/Confessions_of_an_Advertising_Man) - Network accessline 371
35. [Email Subject Line A/B Testing: 4 Tests + Templates You Can ...](https://www.activecampaign.com/blog/ab-testing-email-subject-lines) - Your email's subject line is the most important factor to get your email opened. How can you use A/B - Network accessline 373
36. [Free Copywriting Course For Beginners - Conversion ... - YouTube](https://www.youtube.com/watch?v=KDBkuENCMk8) - ... copy like a champ. You'll learn ... Writing for more conversions: a masterclass in conversion co... - Network accessline 375
37. [10 Conversion Copywriting Principles I Learned from Joanna ...](https://www.gabrieldeluna.com/p/conversion-copywriting-principles-joanna-wiebe) - What Copy School taught me that 10 years of reading copywriting books didn’t - Network accessline 377
38. [Headline and Button Copywriting: Joanna From Copy Hackers Got A ...](https://swaycopy.com/headline-button-copywriting-joanna-copy-hackers-increase-conversion/) - Joanna from Copy Hackers got a 123.9% lift in clicks by making headline a - Network accessline 379
39. [Scientific Advertising by Claude C. Hopkins | Goodreads](https://www.goodreads.com/book/show/2621927-scientific-advertising) - Scientific Advertising is an important work on advertis… - Network accessline 381
[Credential-related source omitted] - Network accessline 383
41. [Structuring Language](https://www.masterclass.com/classes/malcolm-gladwell-teaches-writing/chapters/structuring-language) - Learn how Malcolm uses sentence length and punctuation to guide readers through a sophisticated idea... - Network accessline 385
42. [The Principles of Writing Great Email Copy | Ann Handley Reveals Top Tips](https://www.youtube.com/watch?v=zkabQFTfBcI) - Ann Handley, bestselling author of "Everybody Writes" and Chief Content Officer at MarketingProfs, t... - Network accessline 387
43. [Purple Cow, How to Be Remarkable, and the Secrets of Marketing in 2023: with Seth Godin](https://www.youtube.com/watch?v=inBvLIIcRr0) - #sethgodin #purplecow #marketingsecrets - Network accessline 392
44. [Purple Cow by Seth Godin - Christopher Roosen](https://www.christopherroosen.com/blog/2023/7/24/purple-cow-by-seth-godin) - Godin proposes that we need to add something to our product, service and experience design, the Purp... - Network accessline 394
45. [Morgan Housel: How to Master Writing](https://howiwrite.substack.com/p/morgan-housel-how-to-master-writing) - But this time I said, tell me about stories. How do you find stories? How do you tell stories? How d... - Network accessline 396
46. [George Orwell's Six Rules for Writing Clear and Tight Prose](https://www.openculture.com/2025/12/george-orwells-six-rules-for-writing.html) - Image via Wikimedia Commons Most everyone who knows the work of George Orwell knows his 1946
data-analysis/references/knowledge-base.md
- Network accessline 406
1. [John W. Tukey and Data Analysis - Project Euclid](https://projecteuclid.org/journals/statistical-science/volume-18/issue-3/John-W-Tukey-and-Data-Analysis/10.1214/ss/1076102418.pdf) - To many in statistics and other fields John Tukey may - Network accessline 408
2. [“Exploratory data analysis” and “confirmatory data analysis” are the ...](https://statmodeling.stat.columbia.edu/2025/05/23/exploratory-data-analysis-and-confirmatory-data-analysis-are-the-same-thing/) - “Confirmatory data analysis” ref - Network accessline 410
3. [Exploratory and confirmatory data analysis](https://statmodeling.stat.columbia.edu/2022/09/06/exploratory-and-confirmatory-data-analysis/) - “Confirmatory data analysis” refers to p-values, while “exploratory data analysis” is all about - Network accessline 412
4. [[PDF] EDA - Introduction and Context Exploratory Data Analysis](https://www.milagrosoft.com/EDAIntro2008.pdf) - Starting with John Tukey's seminal work in 1977 (Exploratory Data Analysis (EDA)), right up to the p... - Network accessline 414
5. [Improving Your Business Process with Statistical Thinking](https://support.sas.com/resources/papers/proceedings10/294-2010.pdf) - Network accessline 416
6. [Paper 36-2010](https://www.mwsug.org/proceedings/2010/appdev/MWSUG-2010-36.pdf) - Network accessline 418
7. [Six Sigma for Managers - Module 1 Part 3: Walter Shewhart and Statistical Process Control](https://www.youtube.com/watch?v=s9UIuhh77T0) - Statistical Process Control is an essential tool for understanding if a system is stable. Manageme - Network accessline 420
8. [[PDF] Judgment under Uncertainty: Heuristics and Biases Author(s)](https://sites.socsci.uci.edu/~bskyrms/bio/readings/tversky_k_heuristics_biases.pdf) - Biases in judgments reveal some heuristics of thinking under uncertainty. Amos Tver - Network accessline 422
9. [[PDF] The Role of Cognitive Biases in AI-assisted Decision-making - arXiv](https://arxiv.org/pdf/2010.07938.pdf) - Tversky and Kahneman (1974) explained that anchoring bias manifests through the anchoring-and- adjus... - Network accessline 424
10. [[PDF] The anchoring bias reflects rational use of cognitive resources](https://cocosci.princeton.edu/papers/AnchoringSimulations.pdf) - For instance, Tversky and Kahneman (1974) showed that people's probability judgments appear to be i - Network accessline 426
11. [Your Metrics Maybe Lying: Survivorship Bias in Product Data](https://www.linkedin.com/pulse/your-metrics-maybe-lying-survivorship-bias-product-data-mohandas-oy9tc) - We trust data. Dashboards feel objective. - Network accessline 428
12. [It’s Time To Challenge Your Data! How To Overcome Survivorship Bias?](https://productcoalition.com/its-time-to-challenge-your-data-how-to-overcome-survivorship-bias-a9e41d067605?gi=8fd3de8f9b84) - In this post, we study the Survivorshi - Network accessline 430
13. [How Survivorship Bias Affects your Analysis - The Data School](https://dataschool.com/misrepresenting-data/survivorship-bias/) - Survivorship bias negatively affects your analysis. Learn how to detect Survivorship Bias and how to... - Network accessline 432
14. [9.3 Biases in Our Decision Process – Cognitive Psychology](https://nmoer.pressbooks.pub/cognitivepsychology/chapter/biases-in-our-decision-process/) - Tversky and Kahneman's (1974) research helped to diagnose the specific systematic, d - Network accessline 434
15. [Tversky and Kahneman's Cognitive Illusions: Who Can Solve Them ...](https://pmc.ncbi.nlm.nih.gov/articles/PMC8075297/) - In the present paper we empirically investigate the psychometric properties of some of the most famo... - Network accessline 436
16. [Thinking Like a Data Scientist: Kozyrkov's Mental Models ... - Klover.ai](https://www.klover.ai/thinking-like-a-data-scientist-kozyrkovs-mental-models-for-everyday-decisions/) - Cassie Kozyrkov, Google's first Chief Decision Scientist, - Network accessline 438
17. [Decision Intelligence with Cassie Kozyrkov](https://www.gcppodcast.com/post/episode-128-decision-intelligence-with-cassie-kozyrkov/) - Chief Decision Scientist, Cassie Kozyrkov joins Mark and Melanie this week to explain data science, - Network accessline 440
18. [A Framework for Embedding Decision Intelligence into your ...](https://towardsdatascience.com/a-framework-for-embedding-decision-intelligence-into-your-organization-f104947651ae/) - A desire to see Decision Intelligence (DI) as a unify - Network accessline 442
19. [#45 Decision Intelligence and Data Science (with Cassie Kozyrkov)](https://www.youtube.com/watch?v=Q_CO9yyASvE) - In this episode of DataFramed, Hugo speaks with Cassie Kozyrkov, Chief Decision Scientist at Google ... - Network accessline 444
20. [[PDF] Tidy Data - Hadley Wickham](https://vita.had.co.nz/papers/tidy-data.pdf) - Network accessline 446
21. [12 Tidy data - R for Data Science - Hadley Wickham](https://r4ds.had.co.nz/tidy-data.html) - You’re reading the first edition of R4DS; for the latest on this topic see the Data tidying chapter ... - Network accessline 448
22. [5 Data tidying - R for Data Science (2e) - Hadley Wickham](https://r4ds.hadley.nz/data-tidy.html) - In this chapter, we'll focus on tidyr, a package that provides a bunch of tools to help tidy up your... - Network accessline 450
23. [What is tidy data?](https://kiwidamien.github.io/what-is-tidy-data.html) - The principles of Hadley Wickham's tidy data, and how it relates to long and wide form data. - Network accessline 452
24. [Tidy data - in draft - Escape from Spreadsheet Hell](https://instr.iastate.libguides.com/spreadsheets/tidy) - The website for the workshop! TL;DR we’ll teach you how to create spreadsheets optimized for reuse b... - Network accessline 454
25. [Introduction - R for Data Science (2e) - Hadley Wickham](https://r4ds.hadley.nz/intro.html) - This book aims to give you a solid foundation in the most important tools and enough knowledge to fi... - Network accessline 456
26. [🧮 A Career in Counting Things with Randy Au || Data + Curiosity](https://www.youtube.com/watch?v=-Vvf0KQRF_0) - In this episode of Data + Curiosity, I had the opportunity to chat with Randy Au, about how he came ... - Network accessline 458
27. [About Counting Stuff](https://www.counting-stuff.com/about/) - “Counting Stuff” is about quantitative work, with a focus on the mundane but important work of data ... - Network accessline 460
28. [This week on Counting Stuff, some thoughts on teaching data analysis. | Randy Au posted on the topic | LinkedIn](https://www.linkedin.com/posts/randy-au-5563372b_this-week-on-counting-stuff-some-thoughts-activity-7307797759795867649-aV - Network accessline 462
29. [Embedding column-name contracts in data pipelines with dbt](https://www.emilyriederer.com/post/convo-dbt/) - In this post, I'll demonstrate how one such tool, dbt, can help data producers consistently apply co... - Network accessline 464
30. [Column Names as Contracts | Emily Riederer · Issue #9 - GitHub](https://github.com/emilyriederer/website/issues/9) - Column Names as Contracts | Emily Riederer Using controlled dictionaries for low-touch documentation... - Network accessline 466
31. [Column Names as Contracts - Emily Riederer](https://www.emilyriederer.com/talk/col-names-contract/) - Exploring the benefits of using controlled vocabularies to encode metadata in column names, and demo... - Network accessline 468
32. [Data Quality Meetup #9: Column Name Contracts with dbt - YouTube](https://www.youtube.com/watch?v=o1ONaIPkDB4) - Emily Riederer, Senior Manager of Analytics & Data Science at Capital One, joins the Data Quality Me... - Network accessline 470
33. [Retention Benchmarks - Brian Balfour](https://brianbalfour.com/quick-takes/retention-benchmarks) - Casey Winters and Lenny Rachitsky rounded up good and great retention benchmarks from leaders within... - Network accessline 472
34. [Reforge CEO Brian Balfour | EP.17 | CleverTapEngage - YouTube](https://www.youtube.com/watch?v=UfqhWYsSdNQ) - Brian Balfour is the CEO of Reforge and the former VP of Growth at Hubspot. He knows growth marketin... - Network accessline 474
35. [Don't Let Your North Star Metric Deceive You | Reforge Blog](https://www.reforge.com/blog/north-star-metric-growth) - Focusing only on your north star metric is a dangerous way to measure the growth of your business, a... - Network accessline 476
36. [E766: Casey Winters (Greylock, Pinterest, Grubhub) on ... - YouTube](https://www.youtube.com/watch?v=WSamOVyv2vk) - Back by popular demand is Casey Winters of Greylock (previously Growth Head Pinterest, Grubhub), who... - Network accessline 478
37. [Crystal Widjaja's Post - LinkedIn](https://www.linkedin.com/posts/crystalwidjaja_fun-chat-w-churn-fm-with-my-three-hot-takes-activity-7265718185566302210-711J) - In this episode, Crystal dives deep into activating growth through data-d - Network accessline 480
38. [A Better Approach to Analyzing Activation Funnels with Crystal Widjaja](https://www.youtube.com/watch?v=s8PWWFWPW-U) - ... Data and Gojek, introduces approach to analyzing activation funnels. ... This talk connects to C... - Network accessline 482
39. [#13 - Startup Growth Strategy & Building Gojek Data Team - Crystal ...](https://techleadjournal.dev/episodes/13/) - A setup moment helps the user and the product get to and reach the aha moment. What I tend to look a... - Network accessline 484
40. [The Role of User Activation in Atlassian’s Growth Strategy - OpenView](https://openviewpartners.com/blog/the-role-of-user-activation-in-atlassians-growth-strategy/) - User activation is a critical step in the user journey, but often ov - Network accessline 486
41. [How to Measure + Improve Feature Adoption](https://contentsquare.com/guides/product-adoption/feature/) - Discover how to boost your adoption rate after a feature release and the key metrics to track featur... - Network accessline 488
42. [How To Measure New Feature Adoption - Issue 187](https://dataanalysis.substack.com/p/how-to-measure-new-feature-adoption) - Ways to measure the success of a new feature release or a product adoption. - Network accessline 490
43. [Data Magic | Crystal Widjaja (Gojek, Reforge, Generation Girl)](https://www.linkedin.com/posts/crystalwidjaja_data-magic-crystal-widjaja-gojek-reforge-activity-7299424304453103616-xYQX) - Balancing the Yin & Yang of Data: Lessons from - Network accessline 492
44. [Identify High-Value Customers with the RFM Model - beBit TECH](https://www.bebit-tech.com/en/blog/rfm-segmentation) - The RFM model is a method used to identify and analyze customer value through transactional data. Br... - Network accessline 494
45. [How to identify high value customers with RFM analysis? - datakulture](https://datakulture.com/blog/identify-high-value-customers-with-rfm-segmentation/) - Our data analysts share how to use RFM analysis to identify high value customer - Network accessline 496
46. [RFM Analysis Method of Customer Segmentation: A Step-by-Step ...](https://www.linkedin.com/pulse/rfm-analysis-method-customer-segmentation-guide-salawu-h1moc) - RFM analysis is an effective customer segmentation method that is used to - Network accessline 498
47. [#digitalanalytics #implementations #adobeanalytics #googleanalytics… | Adam Greco 🇳🇱 | 53 commentaires](https://www.linkedin.com/posts/adamgreco_digitalanalytics-implementations-adobeanalytics-activity-6755550623321645056-OMCR) - As ma - Network accessline 500
48. [Event Tracking Best Practices: How to Design Reliable Analytics Data](https://www.productanalyticstools.com/guides/event-tracking-best-practices) - Practical guidelines for naming, structuring, and maintaining event tracking so your an - Network accessline 502
49. [Building Scalable Product Analytics: A Framework for Custom Event Taxonomy & Governance](https://www.linkedin.com/pulse/building-scalable-product-analytics-framework-custom-event-alam-k9j3c) - Learn how to create a custom event taxonom - Network accessline 504
50. [How to Create an Event Tracking Plan (Step-by-Step) - Omtera](https://www.omtera.com/insights/how-to-create-an-event-tracking-plan-step-by-step) - Learn how to strategically plan your event tracking, align it with key business goals, s - Network accessline 506
51. [Sales Pipeline Metrics to Monitor](https://blog.revpartners.io/en/revops-articles/track-these-sales-pipeline-metrics) - Understanding and improving sales pipeline metrics can lead to increased revenue, improved efficienc... - Network accessline 508
52. [What are Revenue Operations KPIs (RevOps metrics)](https://www.somebodydigital.com/glossary/revenue-operations-kpis/) - These metrics include the number of leads at each stage, conversion rates, and the time taken to mov... - Network accessline 510
53. [Why RevOps teams need to take a closer look at Pipeline Velocity](https://biglittle.ai/why-revops-teams-need-to-take-a-closer-look-at-pipeline-velocity) - Deconstruct pipeline velocity and improve its constituent components to improve - Network accessline 512
54. [Advanced Pipeline Metrics for RevOps: The 2025 Blueprint for ...](https://www.opsethic.com/blog/advanced-pipeline-metrics-revops-2025) - Unlock the most impactful RevOps pipeline metrics for 2025. Learn advanced KPIs, velocity formulas - Network accessline 514
55. [Sales Forecasting: 7 Methods Compared with Benchmarks](https://salesmotion.io/blog/sales-forecasting-methods) - Compare seven sales forecasting methods from rep-submitted to ML-powered. See accuracy benchmarks an... - Network accessline 516
56. [Sales Forecasting: 5 Methods with Templates for 2025](https://optif.ai/media/articles/sales-forecasting-methods-templates) - Master the 5 proven sales forecasting methods with formulas, accuracy benchmarks, and Excel template... - Network accessline 518
57. [The Weighted Pipeline: A Simple Sales Forecasting Method](https://forecastio.ai/blog/weighted-pipeline) - Master weighted pipeline forecasting. Understand how to calculate weighted value and forecast revenu... - Network accessline 520
58. [Survival Curves for SaaS: Time-to-Churn Insights - User Intuition](https://www.userintuition.ai/reference-guides/survival-curves-for-saas-time-to-churn-insights) - How survival analysis reveals when customers are most vulnerable to chu - Network accessline 522
59. [How Can Survival Analysis Transform Your SaaS ...](https://www.getmonetizely.com/articles/how-can-survival-analysis-transform-your-saas-customer-retention-and-pricing-strategy) - In the competitive landscape of SaaS businesses, underst - Network accessline 524
60. [Key Customer Churn Indicators Every SaaS Business ...](https://livesession.io/blog/key-customer-churn-indicators) - These are all the reasons why your customers are churning! 11 Red flag metrics to help with reducing... - Network accessline 526
61. [SaaS Churn Metrics & How to Reduce Churn - Banyan AI](https://gobanyan.io/saas-churn-metrics-how-to-reduce-churn/) - In-depth guide to SaaS churn metrics, SaaS churn benchmarks, and churn rate SaaS analysis with real ... - Network accessline 528
62. [8 Key SaaS Product Analytics Metrics to Track in 2026 - Countly](https://countly.com/blog/8-product-analytics-metrics-every-saas-growth-team-should-track) - 8 Key SaaS Product Analytics Metrics to Track in 2026 - Network accessline 530
63. [CRM Data Hygiene: How Clean Data Impacts Sales](https://s-rocket.com/en/articles/sho-take-crm-gigiyena) - Four pillars of effective CRM hygiene include data entry standardization, regular audits, automatic ... - Network accessline 532
64. [CRM data entry best practices - TinyMCE](https://www.tiny.cloud/blog/crm-data-entry/) - When you maintain the quality of data entered in your CRM, it ensures the contact and account inform... - Network accessline 534
65. [CRM data hygiene: How to keep your CRM clean and trustworthy](https://www.integrate.com/blog/crm-data-hygiene) - Best practices for maintaining CRM data hygiene · Standardize data at the point of entry · Automate ... - Network accessline 536
66. [CRM Data Hygiene: Best Practices to Keep Your Database Clean ...](https://clevyr.com/blog/post/crm-data-hygiene) - Set Up Workflows. Automate tasks like emailing sales reps when a record hasn't been updated for 90 d... - Network accessline 538
67. [Trustworthy Online Controlled Experiments](https://www.cambridge.org/core/books/trustworthy-online-controlled-experiments/D97B26382EB0EB2DC2019A7A7B518F59) - 'This book is a great overview of how several companies use online experiment - Network accessline 540
68. [Trustworthy Online Controlled Experiments: A Practical Guide to A/B ...](https://books.google.com/books?id=TFjPDwAAQBAJ&printsec=frontcover) - Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing. By Ron Kohavi, - Network accessline 542
69. [12 Guidelines for Effective A/B Testing](https://paulvanderlaken.com/2018/09/11/12-guidelines-for-effective-a-b-testing/) - I wrote about Emily Robinson and her A/B testing activities at Etsy before, but now she’s back with ... - Network accessline 544
70. [Ronny Kohavi shares how to accelerate innovation by getting results ...](https://www.kameleoon.com/blog/ronny-kohavi-getting-results-you-trust) - A/A tests should be used as a guardrail to ensure data is accurate, identify bugs in the - Network accessline 546
71. [Peeking at live A/B tests: when is it OK? | Ron Kohavi - LinkedIn](https://www.linkedin.com/posts/ronnyk_peeking-at-live-ab-tests-when-is-it-ok-activity-7363606451627446272-vBXJ) - Peeking at live A/B tests: when is it OK? A common mis - Network accessline 548
72. [Quasi-experimental study: comparative studies - GOV.UK](https://www.gov.uk/guidance/quasi-experimental-study-comparative-studies) - A quasi-experimental study can help you to find out whether your digital product or service achieves... - Network accessline 550
73. [[PDF] Difference-in-Differences Designs: A Practitioner's Guide - arXiv](https://arxiv.org/pdf/2503.13323.pdf) - Difference-in-differences (DiD) is arguably the most popular quasi-experimental research design. Its... - Network accessline 552
74. [Question on quasi-experimental approach for product feature ...](https://www.reddit.com/r/datascience/comments/1hxnq3t/question_on_quasiexperimental_approach_for/) - My initial thought was to use difference-in-difference but I don't th - Network accessline 554
75. [[PDF] Designing Robust Experimentation Frameworks with Guardrail Metrics](https://www.ijfmr.com/papers/2025/5/57946.pdf) - This paper proposes a healthy experimentation framework that focuses on incorporating guardrail metr... - Network accessline 556
76. [[PDF] Beyond A/B Testing - Getting More from Experiments](https://www.adventuresinwhy.com/pdf/beyond_ab_testing.pdf) - Typical adjustment for multiple comparisons reduces power both for guardrail metrics and primary eva... - Network accessline 558
77. [The Analytics Development Lifecycle (ADLC) - dbt Labs](https://www.getdbt.com/resources/the-analytics-development-lifecycle) - We propose a specific workflow designed to accelerate data velocity while improving data maturity: t... - Network accessline 560
78. [Creating reliable data products with analytics engineering | dbt Labs](https://www.getdbt.com/blog/creating-reliable-data-products-with-analytics-engineering) - Explore how companies can build dependable data products through analytics - Network accessline 562
79. [Advanced SQL for Data Analysis: Mastering CTEs, Window Functions, and Performance Optimization](https://dataloopr.com/blog/advanced-sql-for-data-analysis-mastering-ctes-window-functions-and-performance-optimization-140/) - Access a fre - Network accessline 564
80. [Advanced SQL for Data Analysis: CTEs & Window Functions](https://dataloopr.com/blog/advanced-sql-for-data-analysis-mastering-ctes-window-functions-and-performance-optimization-140) - Readability: CTEs make queries easier to read, debug - Network accessline 566
81. [SQL CTE Documentation: Best Practices for Readability and ...](https://www.linkedin.com/posts/jared-greathouse-26315711a_and-please-write-comments-on-your-ctes-activity-7429254917342543872-tv2l) - Aim ONE thing per CTE: Filter raw data - Network accessline 568
82. [How to Use PostgreSQL CTEs and Window Functions - OneUptime](https://oneuptime.com/blog/post/2026-01-21-postgresql-cte-window-functions/view) - CTEs and window functions are powerful SQL features for complex queries and analytics. This - Network accessline 570
83. [Mastering SQL Window Functions for Analytics | AI2sql](https://ai2sql.io/mastering-sql-window-functions-for-analytics) - This deep dive will demystify window functions and show you how to harness them for powerful analyti... - Network accessline 572
84. [Method Chaining - Modern Pandas (Part 2) - Tom's Blog](https://tomaugspurger.net/posts/method-chaining/) - Method chaining, where you call methods on an object one after another, is in vogue at the moment. I... - Network accessline 574
85. [4 Pandas Anti-Patterns to Avoid and How to Fix Them - Aidan Cooper](https://www.aidancooper.co.uk/pandas-anti-patterns/) - This post highlights four common pandas anti-patterns and outlines a complementary set of techniques... - Network accessline 576
86. [Emilie Schario: BREAKING YOUR DATA TEAM OUT OF ... - YouTube](https://www.youtube.com/watch?v=BGjNyZFizYE) - This talk was recorded at Crunch Data Conference 2021. Emilie Schario from Netlify spoke about break... - Network accessline 578
87. [098 – Why Emilie Schario Wants You to Run Your Data Team Like a ...](https://designingforanalytics.com/resources/episodes/098-why-emilie-schario-wants-you-to-run-your-data-team-like-a-product-team/) - Emilie thinks data teams should op - Network accessline 580
88. [AI, Data Engineering, and the Modern Data Stack - AI + a16z](https://pod.wave.co/podcast/ai-a16z-bb478300-96d5-4003-8143-050e1d6397e5/ai-data-engineering-and-the-modern-data-stack-3d6a67e3) - Network accessline 582
89. [Data-Ink Ratio - InfoVis:Wiki](https://infovis-wiki.net/wiki/Data-Ink_Ratio) - Network accessline 584
90. [Clutter-Free: One of the 3 Cs for Better Charts - NN/G](https://www.nngroup.com/articles/clutter-charts/) - Cut out the chartjunk; eliminate elements that distract from your data visualization. - Network accessline 586
91. [Tufte's Principles - thedoublethink](https://thedoublethink.com/tuftes-principles-for-visualizing-quantitative-information/) - There is a very annoying graph that keeps popping up in Keynote presentations. - Network accessline 588
92. [5 Chartjunk, Data-Ink Ratios, and Visualization Theory](https://radicalresearch.llc/EA078_Fall2024/chartJunk.html) - Network accessline 590
93. [Chart junk and data ink: origins](https://data.europa.eu/apps/data-visualisation-guide/chart-junk-and-data-ink-origins) - Network accessline 592
94. [Small multiple - Wikipedia](https://en.wikipedia.org/wiki/Small_multiple) - Network accessline 594
95. [Other charts and maps: Small multiple charts](https://service-manual.ons.gov.uk/data-visualisation/chart-types/small-multiple-charts) - Network accessline 596
96. [Tableau Chart Talk: Small Multiples - phData](https://www.phdata.io/blog/tableau-chart-talk-small-multiples/) - Small multiples is a chart design that allows multiple comparisons to be made at once. In this post,... - Network accessline 598
97. [Counting Stuff: Data driven failures in orgs](https://www.linkedin.com/posts/randy-au-5563372b_this-week-on-counting-stuff-some-more-musings-activity-7371206979547078656-L9PU) - This week on Counting Stuff, some more musings of differe - Network accessline 600
98. [Survivorship Bias: When Missing Data Warps Your Conclusions](https://www.statology.org/survivorship-bias-when-missing-data-warps-your-conclusions/) - Learn how survivorship bias creates false patterns by systematically excluding failur - Network accessline 602
99. [Analysis paralysis: When too much data reduces decision-making](https://www.route-fifty.com/digital-government/2023/04/analysis-paralysis-when-too-much-data-reduces-decision-making/385570/) - The growing volume of data, expanding numbe - Network accessline 604
100. [Making decisions when data is limited - Sirocco Group](https://www.siroccogroup.com/breaking-free-from-analysis-paralysis-making-decisions-when-data-is-limited/) - Overthinking doesn't make decisions better. It just makes them take lo
motion-picture/references/knowledge-base.md
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1. [Twelve basic principles of animation - Wikipedia](https://en.wikipedia.org/wiki/Twelve_basic_principles_of_animation) - Network accessline 378
2. [The 12 principles of animation: Disney's secret Formula for ...](https://binus.ac.id/bandung/dkv/2025/11/03/the-12-principles-of-animation-disneys-secret-formula-for-believable-motion/) - Network accessline 380
3. [Twelve basic principles of animation - Wikipedia](https://en.wikipedia.org/wiki/12_basic_principles_of_animation) - Network accessline 382
4. [12 Principles](https://people.wku.edu/joon.sung/edu/anim/3d/animation/principles.html) - Network accessline 384
5. [Story Is King: This Motto Proved Useless at Pixar](https://www.shortform.com/blog/story-is-king/) - Pixar used to believe that "story is king" or that a great idea was enough. But the idea wasn't enou... - Network accessline 386
6. [Pixar: The Storytellers Part 1 - Upcoming Pixar](https://pixarplanet.com/blog/pixar-the-storytellers-part-1/) - I proudly present to you the part 1 of Pixar: The Storytellers, by Upcoming Pixar’s first guest writ... - Network accessline 388
7. [Monsters, Inc. - Wikipedia](https://en.wikipedia.org/wiki/Monsters,_Inc.) - Network accessline 390
8. [Monsters, Inc. - CGI making of (2001)](https://www.youtube.com/watch?v=XzLp5GQ9AnE) - Chronological playlist of CGI history videos: - Network accessline 391
https://youtube.com/playlist?list=PLLkEG1hv_KwIbvt7DdD... - Network accessline 393
9. [How Pixar worked emotions 'Inside Out'](https://eu.usatoday.com/story/life/movies/2015/06/18/pixar-inside-out-making-the-emotions-characters/28648779/) - It took years to find the right look for the emotions depicted in the new Pixar mo - Network accessline 395
10. [Inside Out – Q&A with Jonas Rivera and Pete Docter](https://nationalboardofreview.org/2015/06/qa-with-jonas-rivera-and-pete-docter/) - How did you develop the particular visual language of this film? It was really challenging. There we - Network accessline 397
11. [Screenwriting Expo 5 -- Pixar Storytelling 1](http://animationguildblog.blogspot.com/2006/10/screenwriting-expo-5-pixar.html) - Steve and I shared a pass to the Screenwriting Expo 5, and I used it Saturday to spend the day (and ... - Network accessline 399
12. [Writer-Director Andrew Stanton on the Art of Storytelling - 24700](https://blog.calarts.edu/2012/03/07/writer-director-andrew-stanton-on-the-art-of-storytelling/) - Last week at the TED2012: Full Spectrum conference in Long Beach, CalA - Network accessline 401
13. [Andrew Stanton Told Me How WALL-E Influenced In The Blink Of An ...](https://www.cinemablend.com/interviews/andrew-stanton-how-wall-e-influenced-in-the-blink-of-an-eye-unexpected) - In the Blink of an Eye's Andrew Stanton reveals the u - Network accessline 403
14. [How Pixar's Braintrust creates genius films with brutal feedback](https://www.linkedin.com/posts/russleads_pixars-best-movies-didnt-come-from-lone-activity-7384211507972263936-3RY5) - Pixar's best movies didn't come from lone geniuses. - Network accessline 405
15. [Protect the Braintrust - Jeremy Utley](https://www.jeremyutley.com/blog/protect-the-braintrust) - Ed Catmull describes the rigorous process by which Pixar's movies go from terrible, to exceptional. ... - Network accessline 407
16. [The Pixar Braintrust: How Candor Leads to Great Ideas - Shortform](https://www.shortform.com/blog/pixar-braintrust/) - How does Pixar deliver great projects? The Pixar Braintrust brings people from outside a project to ... - Network accessline 409
17. [Starting Point: 1979-1996](https://www.goodreads.com/book/show/18223750-starting-point) - The first of a pair of memoirs in collection form, feat… - Network accessline 411
18. [Starting Point: 1979-1996 by Hayao Miyazaki](https://play.google.com/store/books/details/Starting_Point_1979_1996?id=Vh4hEAAAQBAJ&hl=en_AU) - Starting Point: 1979-1996 – Ebook written by Hayao Miyazaki. Read this book using Google Play - Network accessline 413
19. [Starting Point 1979-1996 PDF](https://cdn.bookey.app/files/pdf/book/en/starting-point-1979-1996.pdf) - Network accessline 415
20. [Starting Point By Hayao Miyazaki: A Master's Warning Against The ...](https://www.hyperlific.com/articles/starting-point-by-hayao-miyazaki-a-masters-warning-against-the-machine-age/) - Before anyone talked about AI, Miyazaki wrote essa - Network accessline 417
21. [Ecological magic in My Neighbor Totoro - ACMI](http://www.acmi.net.au/stories-and-ideas/my-neighbour-totoro-studio-ghibli-acmi-legacy-2018/) - Explore the enchanting forests and intoxicating greenery of Studio Ghibli cinema ... Sunshin - Network accessline 419
22. [Hayao Miyazaki Says 'Ma' is an Essential Storytelling Tool - Final Draft](https://www.finaldraft.com/blog/hayao-miyazaki-says-ma-is-an-essential-storytelling-tool) - Another way to think of Ma is like a gap, a pause, or a space between - Network accessline 421
23. [What Hayao Miyazaki Said About “Ma,” and Its Importance in ...](https://www.nocturnalmind.net/the-streetlight/what-hayao-miyazaki-said-about-ma-and-its-importance-in-storytelling/) - “Ma” is a necessary stillness inserted within the ac - Network accessline 423
24. [Understanding the "Ma" of Studio Ghibli - Youth Are Awesome](https://youthareawesome.com/understanding-the-ma-of-studio-ghibli/) - Ma is a Japanese concept that essentially means “empty or negative space”. In a 2002 interview, Roge... - Network accessline 425
25. [Reflection on Grave of the Fireflies (1988) | UKEssays.com](https://www.ukessays.com/essays/animation/reflection-on-grave-of-the-fireflies-1988.php) - Grave of the Fireflies is a model of realist animation which also has a realistic st - Network accessline 427
26. [Reclaiming Empathy: A Film Review of “Grave of the Fireflies”](https://traversingtradition.com/2020/11/23/reclaiming-empathy-a-film-review-of-grave-of-fireflies/) - The bombings are brief. What Takahata focuses on instead is the fallou - Network accessline 429
27. [Easing Curves Explained for Mobile Motion Design - Alightmotion](https://alightmotionworld.com/blogs/easing-curves-mobile-animation-guide/) - Easing curves define the rate of change between keyframes in an animation. Movement between t - Network accessline 431
28. [The Easing Blueprint - animations.dev](https://animations.dev/learn/animation-theory/the-easing-blueprint) - This blueprint covers every type of easing that is built into CSS and it describes when to use it. A... - Network accessline 433
29. [Easing Functions Explained: Everything You Need to Know - SVGator](https://www.svgator.com/blog/easing-functions/) - An easing function is a mathematical algorithm at the heart of motion design, used to control the ra... - Network accessline 435
30. [6 Animation Guidelines for UX Design | by José Torre - Prototypr](https://blog.prototypr.io/6-animation-guidelines-for-ux-design-74c90eb5e47a) - There are virtually endless ways to make this motion just by tweaking it's easing curve. . - Network accessline 437
31. [Mistake 3: Not Matching...](https://pow.rs/blog/animation-easings/) - If you use default easings for your animations you might as well not even bother animating it. - Network accessline 439
32. [Spring - Motion Tutorial](https://motion.dev/tutorials/js-spring) - Introduction. The Spring example shows how to create smooth, physics-based animations using Motion's... - Network accessline 441
33. [Understanding Spring Animations in SwiftUI - Create with Swift](https://www.createwithswift.com/understanding-spring-animations-in-swiftui/) - SwiftUI handles the physics calculations, letting you focus on the feel you want, there's no - Network accessline 443
34. [The physics behind spring animations - The Blog of Maxime Heckel](https://blog.maximeheckel.com/posts/the-physics-behind-spring-animations/) - By default, Framer Motion sets the stiffness of the spring animation to 100, the damping to - Network accessline 445
35. [Effortless UI Spring Animations: A Two-Parameter Approach](https://www.kvin.me/posts/effortless-ui-spring-animations) - When configuring spring animations, there's what I'll call "The Physics Approach". This involves def... - Network accessline 447
36. [Animate movement using spring physics | Views - Android Developers](https://developer.android.com/develop/ui/views/animations/spring-animation) - In a spring-based animation, the SpringForce class lets you customize spring's stiffness, - Network accessline 449
37. [Every Editing Transition Explained [The Shot List, Ep 9] - YouTube](https://www.youtube.com/watch?v=TKXBAaQB03U) - ... Cut 02:10 - Fade 04:47 - Dissolve 06:43 - Match Cut 08:53 - Iris 10:24 - Wipe 12:16 - Passing 13... - Network accessline 451
38. [Cuts in film: Learn about different types of cuts - Adobe](https://www.adobe.com/creativecloud/video/post-production/cuts-in-film.html) - These types of video transitions are referred to as J and L cuts. This refers to the shape of the - Network accessline 453
39. [9 Most-used Cuts in Video Editing - J cut, L cut, Match cut and More](https://invideo.io/blog/video-editing-types-of-cuts/) - It transitions between two clips by cutting from where the action is happening in one scene to where... - Network accessline 455
40. [Essential editing transitions - explained - Filmustage Blog](https://filmustage.com/blog/essential-editing-transitions-explained/) - Editing is a thing that not everyone notices in movies. In fact, we all see it, of course, but we do.. - Network accessline 457
41. [Match Cuts & Creative Transitions with Examples - Editing Techniques](https://www.studiobinder.com/blog/match-cuts-creative-transitions-examples/) - A match cut is any transition, audio or visual, that uses elements from the previous s - Network accessline 459
42. [Rules of Video Editing From Walter Murch - Hamed Media](https://hamed.media/rules-of-video-editing-from-walter-murch/) - In his book “In the Blink of an Eye”, Murch introduced his famous “Six Rules of Editing”: a hierarch... - Network accessline 461
43. [The Rule of Six – Walter Murch](https://blogs.ischool.berkeley.edu/i290-viznarr-s12/the-rule-of-six-walter-murch/) - In the blink of an eye: A perspective on film editing. Silman-James Press, 1995. The Rule of Six. Wa... - Network accessline 463
44. [Walter Murch and In the Blink of an Eye - YouTube](https://www.youtube.com/watch?v=PKYeClvvlTw) - The Art of Editing — We look at Walter Murch's famous book, In the Blink of an Eye, and why it remai... - Network accessline 465
45. [The 3-Second Rule: Why 87% of Viewers Skip Your Videos (And ...](https://scenith.in/blogs/three-second-rule) - Learn why most viewers skip videos within 3 seconds and discover proven editing techniques to hook y... - Network accessline 467
46. [Text Animation for Readability: Kinetic Type Without ...](https://cursa.app/en/page/text-animation-for-readability-kinetic-type-without-overcomplication) - Free ebook: 2D Motion Graphics for Beginners: From Idea to Finished Animation f - Network accessline 469
47. [Kinetic Typography Examples: 25 Standouts [+ Storyboard Tips]](https://www.todaymade.com/blog/kinetic-typography-examples) - Explore the best kinetic typography examples and learn how to storyboard, animate, and design your o... - Network accessline 471
48. [Typography in Motion: 7 Design Principles - Upskillist](https://www.upskillist.com/blog/typography-in-motion-7-design-principles/) - Explore seven essential principles of kinetic typography to create engaging animated text that captu.. - Network accessline 473
49. [How to Create Clear and Engaging Kinetic Typography in ...](https://www.aicoursify.com/blog/crafting-kinetic-typography-for-key-takeaways) - Hey there! If you’ve ever tried to make key points stand out on screen, you know it can be tri - Network accessline 475
50. [Kinetic Typography in 2026: Examples, Patterns & UX Risk](https://www.digitalsilk.com/digital-trends/kinetic-typography/) - Explore 10 kinetic typography examples, key patterns and when animated text improves clarity or crea... - Network accessline 477
51. [Saul Bass' Graphics Behind Hitchcock's Most Loved Films](https://www.pbssocal.org/shows/artbound/the-iconic-title-sequences-saul-bass-created-for-hitchcocks-most-loved-films) - Graphic designer Saul Bass knew how to hook audiences into - Network accessline 479
52. [Saul Bass - Wikipedia](https://en.wikipedia.org/wiki/Saul_Bass) - Network accessline 481
53. [Reassessing the Saul Bass and Alfred Hitchcock Collaboration](https://west86th.bgc.bard.edu/articles/reassessing-the-saul-bass-and-alfred-hitchcock-collaboration/) - Network accessline 483
54. [When Saul Bass Met Hitchcock - PRINT Magazine](https://www.printmag.com/history/when-saul-bass-met-hitchcock/) - Vertigo, North by Northwest and Psycho are three back-to-back films from Alfred Hitchcock’s late gol... - Network accessline 485
55. [Saul Bass 1920-1966 – The Master of Film Title & Poster Design](https://networkninenews.com/2013/02/12/saul-bass-1920-1966-the-master-of-film-title-poster-design/) - Saul Bass was not only one of the great graphic designers of the mid- - Network accessline 487
56. [30 Years of Kyle Cooper's Classic Title Sequence for SE7EN](https://thefincheranalyst.com/2025/09/26/30-years-of-kyle-coopers-classic-title-sequence-for-se7en/) - On September 22, 1995, David Fincher’s SE7EN introduced audiences to a d - Network accessline 489
57. [Design Legends— Kyle Cooper Main Title Designer PT 1 (Braveheart, Se7en, Dawn of the Dead)](https://www.youtube.com/watch?v=Qa7kjIiLdCE) - Meet living design legend and arguably the greatest main title designer of all time— Kyle Cooper - Network accessline 491
58. [30 Years of Kyle Cooper's Classic Title Sequence for SE7EN](https://www.youtube.com/watch?v=teu5F5KzGPM) - Prologue Films - Network accessline 495
59. [How Pixar Uses Hyper-Colors to Hack Your Brain](https://productivityhub.org/2021/05/15/how-pixar-uses-hyper-colors-to-hack-your-brain/) - The animation studio’s artists are masters at tweaking light and color to trigger deep emotional - Network accessline 497
60. [Understanding Color Temperature in Filmmaking: A Guide to ...](https://dpdiaries.com/lighting/understanding-color-temperature-in-filmmaking-a-guide-to-white-balance/) - Discover how color temperature and white balance impact mood in fi - Network accessline 499
61. [Color Temperature & Emotion | Film Lighting Techniques - YouTube](https://www.youtube.com/watch?v=A_aymULfI1Y) - Download your free Lighting Breakdowns and a Color Temperature Chart here ▻▻ https://creative-path.c... - Network accessline 501
62. [What Is Matching Background Color Temperature?](https://beverlyboy.com/filmmaking/what-is-matching-background-color-temperature/) - Color temperature refers to the warmth or coolness of light, a measurement critical in photography, ... - Network accessline 503
63. [Why Color Temperature Is Important in Filmmaking and Editing](https://www.backstage.com/magazine/article/what-is-color-temperature-75608/) - Color temperature is the scientific measurement of a light source's level of color when heated - Network accessline 505
64. [Mad Max: Fury Road - Color grading by Eric Whipp - Lowepost](https://lowepost.com/casestudies/mad-max-fury-road-r9/) - Senior Colorist Eric Whipp shares details of his color grading work with the movie Mad Max: Fury Roa... - Network accessline 507
65. [Color Grading Blade Runner 2049 - How To Achieve The Look](https://www.rkcolor.com/blog/look-builds-blade-runner-2049/) - Recreating a look inspired by Blade Runner 2049, and breaking down the steps I took to get there. Le... - Network accessline 509
66. [Analyzing Blade Runner 2049's Cinematography: How to Recreate ...](https://pixflow.net/blog/analyzing-blade-runner-2049s-cinematography/) - The look comes from a consistent visual strategy across composition, lensing, exposure, lightin - Network accessline 511
67. [Color scripts (video) | The art of lighting | Khan Academy](https://www.khanacademy.org/computing/pixar/art-of-lighting/introduction-to-virtual-lighting/v/colorscripts) - Learn for free about math, art, computer programming, economics, - Network accessline 513
68. [22](https://jcolore.gruppodelcolore.it/ojs/index.php/CCSJ/article/download/294/241) - Network accessline 515
69. [Identifikasi Skema Warna pada Color Grading Sebagai](https://e-journal.trisakti.ac.id/index.php/seni/article/download/18394/10389/64985) - Network accessline 517
70. [The Magic of Studio Ghibli Art Style: A Deep Dive into Its ...](https://www.my-lekh.com/post/the-magic-of-studio-ghibli-art-style-a-deep-dive-into-its-beauty-and-influence) - Studio Ghibli's art style is known for its dreamlike landsca - Network accessline 519
71. [Apple Log 2 Color Grading Workflow: The 3-Step Method - Gamut.io](https://gamut.io/apple-log-2-color-grading-workflow-the-3-step-method/) - 1. Step One: Convert Apple Log 2 to a Working Color Space · 2. Step Two: Balance White Balance - Network accessline 521
72. [Primary and secondary color correction | Advanced... - Fiveable](https://fiveable.me/advanced-cinematography/unit-4/primary-secondary-color-correction/study-guide/75lDqWwsDmeAmPwR) - Primary color correction focuses on global adjustmen - Network accessline 523
73. [The MOST IMPORTANT Concept in Colour Grading - YouTube](https://www.youtube.com/watch?v=22mmIgWIcvE) - ... LUTs and Colour Space Transformation 23:25 - Order of Operations ≠ Workflow 24:20 - An Easy Shor... - Network accessline 525
74. [Color Correction and Grading (LUTs) - Adobe Help Center](https://helpx.adobe.com/premiere-elements/using/color-correction-and-grading-luts.html) - Color Correction: The process of adjusting and balancing the colors of your footage to a - Network accessline 527
75. [The Story Spine (also known as Pixar's Story Structure) - StoryPrompt](https://www.storyprompt.com/blog/the-story-spine-also-known-as-pixars-story-structure) - Lay down a winning plot and then enhance the story afterwards. - Network accessline 529
76. [The Simple Story Framework That Built Pixar’s Greatest Hits](https://www.youtube.com/watch?v=pKKJ-k1wlLQ) - "It's not the frame of your house that makes it a beautiful home—but without it, the house falls apa... - Network accessline 531
77. [How PIXAR Tells a Story: The Story Spine!](https://www.youtube.com/watch?v=Ay4OChxR4vQ) - 💡LEARN FROM PIXAR STORYTELLERS in this where you'll experience creating your story while learning fr... - Network accessline 533
78. [Pixar Director Andrew Stanton's Clues to a Great Story - ScreenCraft](https://screencraft.org/blog/pixar-director-andrew-stantons-clues-to-a-great-story/) - Ken Miyamoto discusses the clues to a great story that Pixar's Andrew Stanton - Network accessline 535
79. [Pixar storyteller Andrew Stanton tells Response about his new film ...](https://spu.edu/depts/uc/response/onscreen/wall-e.asp) - WALL·E is a science fiction fable about the last robot on earth, a lonely ... without having to use ... - Network accessline 537
80. [Spirited Away - Ghibli Wiki - Fandom](https://ghibli.fandom.com/wiki/Spirited_Away) - The story is about the adventures of a young ten-year-old girl named Chihiro as she wanders into the... - Network accessline 539
81. [Spirited away – exploring environmental themes](https://hashchand.wordpress.com/2021/03/10/spirited-away-exploring-environmental-themes/) - The core premise of Spirited Away is to explore how greed has affected our relationship with na - Network accessline 541
82. [The Rule of Six — Walter Murch's In the Blink of an Eye - StudioBinder](https://www.studiobinder.com/blog/walter-murch-rule-of-six/) - Walter Murch's Rule of Six gives insight into the eye trace technique. We go through each rule with - Network accessline 543
83. [How to Hook Viewer Retention and Keep them Watching (5 Tips)](https://engagevideomarketing.com/how-to-hook-viewer-retention-and-keep-them-watching-5-tips/) - I'm sure you're familiar with that cliff – that massive drop-off seconds afte - Network accessline 545
84. [AI Video Explainer Templates for SaaS Product Demos - MindStudio](https://www.mindstudio.ai/blog/ai-video-explainer-templates-saas-product-demos/) - Templates for creating AI-generated explainer and demo videos that showcase SaaS produ - Network accessline 547
85. [The 5 Hook Formulas That Actually Increase Short-Form Retention](https://www.reddit.com/r/socialmedia/comments/1pdfuv8/the_5_hook_formulas_that_actually_increase/) - The 5 Hook Formulas That Actually Increase Short-Form Retention - Network accessline 549
86. [High-Converting Explainer Video — What Actually Works - HeyOz](https://heyoz.com/blogs/high-converting-explainer-video-guide) - Videos over two minutes see significant drop-off: 77% of viewers will watch a video to completion at... - Network accessline 551
87. [Explainer Video Guide 2026: Strategy, Types, Examples & Best ...](https://www.whatastory.agency/blog/explainer-video-guide) - If you don't hook the viewer by validating their specific pain point immediately, drop-off rates inc... - Network accessline 553
88. [Runway vs Kling vs Luma vs Pika vs Sora (2026) - ULAZAI](https://ulazai.com/ai-video-models-guide-2025/) - Limited access, frequent outages, inconsistent quality, and high computational costs make Sora more ... - Network accessline 555
89. [Kling vs Sora vs Veo vs Runway: The AI Video Reality Check](https://invideo.io/blog/kling-vs-sora-vs-veo-vs-runway/) - Compare Kling, Sora, Veo, and Runway on realism, motion, consistency, and cost. Discover which model... - Network accessline 557
90. [Optimizing Your Workflow: Advanced AI Techniques for ...](https://superagi.com/optimizing-your-workflow-advanced-ai-techniques-for-motion-designers-to-boost-productivity/) - As a motion designer, you're likely no stranger to the pressu - Network accessline 559
91. [AI Video Generation 2026: How It Works | ZSky AI](https://zsky.ai/blog/ai-video-generation-explained) - Without temporal attention, each frame would be generated semi-independently, producing flickering, ... - Network accessline 561
92. [AI Video Temporal Consistency: Maintain Style Across ...](https://reelmind.ai/blog/ai-video-temporal-consistency-maintain-style-across-frames) - The platform for AI creators to generate and share AIGC videos - Network accessline 563
93. [AI Video Generation in 2025: How Multi-Modal Video Creation is ...](https://nerdbot.com/2026/02/09/ai-video-generation-in-2025-how-multi-modal-video-creation-is-changing-content-production/) - Consistency issues: Characters would chang - Network accessline 565
94. [The 2025 AI Video Generation Landscape: A Competitive ... - LinkedIn](https://www.linkedin.com/pulse/2025-ai-video-generation-landscape-competitive-benchmark-jones--xlsve) - Their slower generation speeds (with S/S ratios often exceedi - Network accessline 567
95. [Hybrid workflow: combining AI with traditional tools](https://www.humanacademy.ai/en/blog/hybrid-traditional-workflow-with-ai) - How to create a hybrid workflow that integrates artificial intelligence and traditional tools in the... - Network accessline 569
96. [Hybrid AI Workflows: Diffusion, Video LLMs, Keyframes](https://www.aiforart.com/style/hybrid-workflows) - Practical hub for hybrid AI workflows in anime and comics: combine diffusion models, video LLMs, and...
pricing/references/full-reference.md
- Network accessline 494
1. [Pricing Intelligence 101: Complete Guide for SaaS (2026) - Tierly](https://tierly.app/blog/pricing-intelligence-guide) - What is pricing intelligence? Complete guide to pricing intelligence software, competitive pricing i... - Network accessline 496
2. [Pricing Intelligence Analytics 3.0: Omniscient Revenue Insights](https://www.getmonetizely.com/articles/pricing-intelligence-analytics-30-omniscient-revenue-insights) - The Evolution of Pricing Intelligence in the SaaS Landscape In toda - Network accessline 498
3. [The SaaS Pricing Strategy Playbook: From Launch to Scale](https://www.getmonetizely.com/articles/the-saas-pricing-strategy-playbook-from-launch-to-scale) - Tomasz Tunguz, venture capitalist at Redpoint Ventures, notes that ... Many SaaS - Network accessline 500
4. [The Complete SaaS Metrics Benchmark Report 2025 - RockingWeb](https://www.rockingweb.com.au/saas-metrics-benchmark-report-2025) - The most comprehensive SaaS benchmark dataset for 2025. Discover growth rates, profitability metrics... - Network accessline 502
5. [How to Price a SaaS Offer - Paddle](https://www.paddle.com/studios/shows/profitwell-report/value-metric-benchmarks) - Patrick Campbell discusses best practices for pricing SaaS offers, emphasizing the significant impac... - Network accessline 504
6. [A comprehensive guide to usage-based pricing in SaaS and what ...](https://www.drivetrain.ai/post/usage-based-pricing) - Usage-based pricing model with two or more usage metrics. Snowflake is a cloud data warehousing serv... - Network accessline 506
7. [Usage-Based Pricing Examples: 10 SaaS Companies Doing It Right](https://dodopayments.com/blogs/usage-based-pricing-examples) - In this guide, we will explore 10 real-world usage-based pricing examples from industry leaders like... - Network accessline 508
8. [Top 7 SaaS usage-based pricing examples to emulate in 2025](https://www.withorb.com/blog/saas-usage-based-pricing-examples) - Top 7 SaaS usage-based pricing examples ; #1 AWS ; #2 Microsoft Azure ; #3 Zapier ; #4 Mailchimp ; #... - Network accessline 510
9. [Comparing the Value Model and Pricing Model of Intercom's Fin AI ...](https://www.ibbaka.com/ibbaka-market-blog/comparing-the-value-model-and-pricing-model-of-intercoms-fin-ai-agent) - B2B AI Agents are attracting a wave of interest and - Network accessline 512
10. [Outcomes, Not Subscriptions](https://newsletter.failory.com/p/outcomes-not-subscriptions) - Why solution-based pricing might be the future of SaaS. - Network accessline 514
11. [Usage-based pricing is rising, but not replacing other models](https://techcrunch.com/2023/02/02/usage-based-pricing-is-rising-but-not-replacing-other-models/) - Today we're unpacking OpenView's second State of Usage-Based Pricing repo - Network accessline 516
12. [Ep145: Usage-Based Pricing: What Most SaaS Businesses](https://impactpricing.com/podcast/ep145-usage-based-pricing-what-most-saas-businesses-need-to-know-with-kyle-poyar/) - Kyle Poyar is the Vice President for Market Strategy at OpenV - Network accessline 518
13. [PODCAST EP145: Usage-Based Pricing: What Most SaaS Businesses Need to Know with Kyle Poyar](https://www.youtube.com/watch?v=t4C-_3DRXe0) - PODCAST EP145: Usage-Based Pricing: What Most SaaS Businesses Need to Know with Kyle Poyar - Network accessline 523
14. [5 Mistakes SaaS Startups Often Make with Pricing - Tomasz Tunguz](https://tomtunguz.com/5-pricing-mistakes/) - Learn the 5 costly pricing mistakes SaaS founders make, from complex models to delayed annual prepay... - Network accessline 525
15. [How Intercom cracked outcome-based pricing with Fin.ai](https://www.sequencehq.com/blog/how-intercom-cracked-outcome-based-pricing-with-finai) - How do you charge for something customers don't fully trust yet? Intercom's Fin.ai has bec - Network accessline 527
16. [The Strategy And Tactics Of Pricing](http://www.pmm.edu.my/zxc/2022/lib/ebok/The%20Strategy%20And%20Tactics%20Of%20Pricing%20A%20Guide%20To%20Growing%20More%20Profitably%20By%20M%FCller,%20Georg%20Nagle,%20Thomas%20T.pdf) - by TT Nagle - Network accessline 529
17. [What makes a good value model? Tom Nagle's view](https://www.ibbaka.com/ibbaka-market-blog/what-makes-a-good-value-model-tom-nagles-view) - Tom Nagle introduced economic value models in his book The Strategy and Tactics of Pricing. The - Network accessline 531
18. [HubSpot's Seats-Based Pricing Model in a Nutshell - IO Digital](https://www.iodigital.com/en/insights/blogs/take-a-seat-hubspot-s-seats-based-pricing-model-in-a-nutshell) - The seats-based pricing model is a subscription model, where y - Network accessline 533
19. [Upcoming changes to HubSpot's pricing](https://www.hubspot.com/company-news/announcing-upcoming-changes-to-hubspots-pricing) - On March 5, 2024, we'll roll out a seats-based pricing model to all Hubs and subscription tiers—Star... - Network accessline 535
20. [Usage-Based Pricing 101: Is Pay-As-You-Go Right for Your SaaS ...](https://www.getmonetizely.com/articles/usage-based-pricing-101-is-pay-as-you-go-right-for-your-saas-product) - Infrastructure/Cloud: AWS and Snowflake demonstrate pure - Network accessline 537
21. [The Complete Guide to SaaS Pricing Strategy | Tomasz Tunguz](https://tomtunguz.com/pricing-guide/) - Learn the 3 proven SaaS pricing strategies - maximization, penetration & skimming - to optimize reve... - Network accessline 539
22. [The Cloud 100 Benchmarks Report 2025](https://www.bvp.com/atlas/the-cloud-100-benchmarks-report) - After a remarkable 25% jump in value from 2023 to 2024, this year's Cloud 100 list accelerated even ... - Network accessline 541
23. [Outcome Based Pricing](https://www.linkedin.com/pulse/inside-intercoms-fin-pricing-aakash-nair-scq2c) - “Don’t afford yourself too many degrees of freedom when creating pricing contracts because you’ll ac... - Network accessline 543
24. [Model discounts into pricing, SaaS specialist says](https://www.cfodive.com/news/model-discounts-into-pricing-saas-specialist-says/598087/) - Rather than leave discounting to a sales rep’s discretion, calculate strategically and offer - Network accessline 545
25. [After reviewing hundreds of SaaS companies' pricing evolutions, I've… | Akhil Gupta](https://www.linkedin.com/posts/akhilrex_after-reviewing-hundreds-of-saas-companies-activity-7319048116786147329--Xpb) - After reviewing hundreds of Sa - Network accessline 547
26. [How to Calculate Churn Rate Correctly - Software Equity Group](https://softwareequity.com/blog/how-to-calculate-churn-rate-correctly) - Learn how to calculate and reduce SaaS churn. Explore key metrics, strategies, and why churn drives - Network accessline 549
27. [The Ultimate Guide to B2B SaaS Pricing Models - AI bees](https://www.ai-bees.io/post/saas-pricing-models) - Discover the various models of B2B SaaS pricing and learn how to select the optimal one for your bus... - Network accessline 551
28. [Annual vs Monthly Pricing: Which Drives Better Retention](https://baremetrics.com/blog/annual-vs-monthly-pricing-better-retention) - SaaS Pricing ... They often include a 15–20% discount to encourage annual commitments while keeping .. - Network accessline 553
29. [SaaS benchmarks for subscription plans - Recurly research](https://recurly.com/research/saas-benchmarks-for-subscription-plans/) - The most popular percentage discount is 16.7% which may appear to be unusual. However, it maps to a ... - Network accessline 555
30. [Pricing Information for SaaS Platforms 2026 - InfluenceFlow](https://influenceflow.io/resources/pricing-information-for-saas-platforms-complete-2026-guide/) - Monthly billing offers maximum flexibility. Annual prepayment typically save - Network accessline 557
31. [The Pricing Approval Workflow: Streamlining Decision-Making in ...](https://www.getmonetizely.com/articles/the-pricing-approval-workflow-streamlining-decision-making-in-saas-deal-management) - A typical structure might look like this: - Network accessline 559
32. [Approval Threshold Frameworks | Revenue Leakage - Umbrex](https://umbrex.com/resources/frameworks/pricing-frameworks/approval-threshold-frameworks/) - Set three tiers: green (auto-approve) for deals above floor with standard terms; amb - Network accessline 561
33. [5 Steps for Designing a Deal Desk Approvals Process - RevOps](https://www.revops.io/blog/5-steps-for-designing-a-deal-desk-approvals-process) - In the example from the table above, a 30% discount may require approval from the Sales Man - Network accessline 563
34. [Real-Time Sales Coaching: 7 Moments When AI Actually Helps](https://www.hyperbound.ai/blog/real-time-sales-coaching-moments) - ... Jason Lemkin, founder of SaaStr. "It handles the repetitive coaching so managers can focus on th... - Network accessline 565
35. [SaaS Discounting Strategy: Guardrails That Work - City Shift Finance](https://cityshiftfinance.com/saas-discounting-strategy/) - Medium discount range: manager approval required; Larger discounts: finance or pricing owner approva... - Network accessline 567
36. [Freemium conversion issues? Why you need to address the penny ...](https://www.gosquared.com/blog/freemium-conversion-issues) - The data suggests that freemium conversion rates generally fall somewhere between 2-5%. Whether this... - Network accessline 569
37. [Freemium vs Trial Models in SaaS: What Really Boosts Conversions?](https://www.saasfactor.co/blogs/freemium-vs-trial-models-in-saas-what-really-boosts-conversions) - Freemium users convert to paid tiers after 90-180 days on average—6-1 - Network accessline 571
38. [The Three Most Common Challenges with Freemium—And How to ...](https://a16z.com/how-to-optimize-your-free-tier-freemium/) - You'll know your free plan is suboptimal if your conversion rates are low—below 5% in a year (cohort... - Network accessline 573
39. [How Should I Price Integrations in My SaaS Product? (2026 Strategy)](https://truto.one/blog/how-should-i-price-integrations-in-my-saas-product-2026) - The best way to price integrations in your SaaS product is to bundle widely-used con - Network accessline 575
40. [Two frameworks that redefine how AI startups should price and ...](https://metronome.com/blog/two-frameworks-that-redefine-how-ai-startups-should-price-and-monetize-innovation) - Pricing experts from 49 Palms Ventures talk best practic - Network accessline 577
41. [Monetizing Innovation by Georg Tacke & Madhavan Ramanujam](https://grahammann.net/book-notes/monetizing-innovation-georg-tacke-madhavan-ramanujam) - An excellent, detailed book about how to implement better monetization practices withi - Network accessline 579
42. [How do you decide on pricing tiers for a SaaS? Free tier vs free trial ...](https://www.reddit.com/r/SaaS/comments/1mf0ty9/how_do_you_decide_on_pricing_tiers_for_a_saas/) - Then comes the matter of free or paid. Free tier has atrocious - Network accessline 581
43. [Freemium SaaS: When and How to Use This Pricing Model](https://softwarepricing.com/blog/freemium-saas/) - The freemium SaaS business model performs best when your product delivers immediate value and target... - Network accessline 583
44. [OpenView's Third Annual Product Benchmarks Report Reveals PLG Companies 2x More Likely to Grow Quickly](https://markets.businessinsider.com/news/stocks/openview-s-third-annual-product-benchmarks-report-reveals-plg-companies-2x-more-lik - Network accessline 585
45. [Frequently Asked Questions](https://genesysgrowth.com/blog/components-b2b-saas-pricing-pages) - In 2026, B2B SaaS pricing pages are no longer static price lists but strategic GTM conversion engine... - Network accessline 587
46. [Best Practices for Designing B2B SaaS Pricing Pages – 2026](https://genesysgrowth.com/blog/designing-b2b-saas-pricing-pages) - High-converting B2B SaaS pricing pages in 2026 combine clear, tiered value messaging, transparent pr... - Network accessline 589
47. [How to Implement Van Westendorp Price Sensitivity Meter for SaaS ...](https://www.getmonetizely.com/articles/how-to-implement-van-westendorp-price-sensitivity-meter-for-saas-research) - Introduction Setting the right price for your Saa - Network accessline 591
48. [What Is The Van Westendorp Pricing Model And How Does It Work?](https://getlago.com/blog/van-westendorp-pricing-model) - Discover the Van Westendorp Pricing Model: a proven method to gauge customer price sensitivity and o... - Network accessline 593
49. [What Is The Van Westendorp Pricing Model And How Does It ...](https://www.getlago.com/blog/van-westendorp-pricing-model) - Discover the Van Westendorp Pricing Model: a proven method to gauge customer price sensitivity and o... - Network accessline 595
50. [The Fundamentals of Van Westendorp Price Sensitivity for SaaS ...](https://www.getmonetizely.com/articles/the-fundamentals-of-van-westendorp-price-sensitivity-for-saas-businesses) - Introduction In today's competitive SaaS landscape, s - Network accessline 597
51. [Gabor-Granger Pricing Method: Definition, How It Works, Examples ...](https://sawtoothsoftware.com/resources/blog/posts/gabor-granger-pricing-method) - The Gabor-Granger Pricing Method stands out as a tool designed to finesse the balan - Network accessline 599
52. [Pricing Research 101: Setting the Right Price for Market Success](https://www.opeepl.com/blog/pricing-research-101-setting-the-right-price-for-market-success) - Discover how the Gabor Granger, the Van Westendorp, and Conjoint Analysis - Network accessline 601
53. [Gabor-Granger Pricing Method - Conjointly](https://conjointly.com/products/gabor-granger/) - Conjoint studies can also provide more precise estimates for total willingness to pay and are less p... - Network accessline 603
54. [Willingness to Pay: What It Is and How to Measure It - Conjointly](https://conjointly.com/blog/willingness-to-pay/) - Determine what your customers are willing to pay for a particular product or service using common pr... - Network accessline 605
55. [“Monetizing Innovation” – An Interview with Simon-Kucher ...](https://www.marketingjournal.org/monetizinginnovation/) - Advising companies of all sizes from Fortune 500s to startups, Ramanujam has led more than 125 monet... - Network accessline 607
56. [How to Measure Willingness to Pay for SaaS (2026 Edition) - ProdMoh](https://prodmoh.com/blog/how-to-measure-willingness-to-pay-for-saas-survey-questions-interview-prompts-pricing-research-and-customer-signal-analysis) - This guide exp - Network accessline 609
57. [SaaS Pricing Research Through User Interviews](https://www.userintuition.ai/reference-guides/saas-pricing-research-user-interviews/) - How SaaS teams use qualitative interviews to test pricing, packaging, and willingness to pay. - Network accessline 611
58. [SaaS Win-Loss Analysis: Key Questions to Ask to Unlock Growth](https://www.linkedin.com/pulse/saas-win-loss-analysis-key-questions-ask-unlock-growth-w9phc) - By asking the right questions and actively listening to customer feedback, yo - Network accessline 613
59. [Understanding Competitive SaaS Pricing Analysis: A Strategic ...](https://www.getmonetizely.com/articles/understanding-competitive-saas-pricing-analysis-a-strategic-guide-for-success) - Introduction In the rapidly evolving SaaS landsca - Network accessline 615
60. [The Obscure Economic Idea Behind SaaS Pricing Challenges](https://tomtunguz.com/obscure-economic-concept-behind-saas-pricing-challenges/) - Startups struggle to set the right price for their products because pricing dynamics in the fie - Network accessline 617
61. [Pricing Page Conversion Statistics for 2026: SaaS Benchmarks ...](https://www.shno.co/marketing-statistics/pricing-page-conversion-statistics) - Enterprise SaaS converts at 10% to 15% from trial but at substantially higher contract val - Network accessline 619
62. [How to Use Price Anchoring for SaaS Pricing Strategy - PayPro Global](https://payproglobal.com/how-to/use-price-anchoring/) - Learn the 5-step guide to implement price anchoring in your SaaS pricing. Establish the anchor price... - Network accessline 621
63. [Decoy Pricing Mistakes SaaS Companies Should Avoid - Taylor Wells](https://taylorwells.com.au/decoy-pricing/) - Discover how decoy pricing works in SaaS and how to use it without damaging customer confidence or l... - Network accessline 623
64. [Tiered Pricing Strategies: A Complete Guide 2026 - Adapty](https://adapty.io/blog/tiered-pricing/) - Apply psychological principles like anchoring, decoy effect, and center-stage positioning; Embrace h... - Network accessline 625
65. [The Anchoring Effect in SaaS Pricing: Using High Prices to Drive Sales](https://www.getmonetizely.com/articles/the-anchoring-effect-in-saas-pricing-using-high-prices-to-drive-sales) - Introduction In the competitive landscape of SaaS, - Network accessline 627
66. [I Analyzed 250 SaaS Pricing Pages — Here's What I Found](https://www.process.st/saas-pricing-pages/) - There are a lot of best practices for SaaS pricing pages out there, but I thought the best way would... - Network accessline 629
67. [Our Answers to Frequent Questions for Building a Pricing Strategy](https://mainsailpartners.com/our-answers-to-frequent-questions-for-building-a-pricing-strategy/) - Examples of signals that it may be time to raise your price are: Your - Network accessline 631
68. [How to Announce a SaaS Price Increase Without Losing Customers](https://dodopayments.com/blogs/how-to-announce-price-increase) - Step-by-step guide to announcing a SaaS price increase. Includes email templates, timing strategies,... - Network accessline 633
69. [How to Write a Price Increase Email (Templates & Best Practices)](https://www.paritydeals.com/blog/price-increase-email-templates/) - Worried about customer churn from a price increase? Copy and paste our value-driven email templates . - Network accessline 635
70. [SaaS Price Increase: How to Raise Prices Without Upsetting ...](https://baremetrics.com/blog/saas-price-increase-how-to-raise-prices-without-upsetting-customers) - One of the safest ways of raising prices for your SaaS product is to ra - Network accessline 637
71. [Price Increase Letter: 8 Templates + How to Write (2026) - Pryse](https://pryse.ai/blog/price-increase-letter) - 1. Clear subject line. Use "Pricing Update Effective [Date]" or "[Company Name] Pricing Adjustment –... - Network accessline 639
72. [B2B SaaS Annual Price Increase Strategies - Visdum](https://www.visdum.com/blog/annual-price-increase-strategies-b2b-saas) - The first is timing. Churn spikes when customers discover pricing changes too close to their renewal... - Network accessline 641
73. [What is SaaS Price Testing? Methods, Models & Metrics](https://payproglobal.com/answers/what-is-saas-price-testing/) - To ensure accurate and ethical pricing testing results, avoid common issues like limited sample size... - Network accessline 643
74. [A/B Testing Pricing: Is it Legal and Ethical? - Convert Experiences](https://www.convert.com/blog/shopify-ab-testing/is-ab-testing-pricing-legal-ethical/) - Is A/B testing prices legal and ethical? Can you be fined for testing pricing? - Network accessline 645
75. [Analyzing Results And...](https://www.statsig.com/perspectives/ab-testing-pricing-tips) - A/B testing enables data-driven pricing decisions, balancing growth and profitability while avoiding...
How the signals fit together
Facts from a static read of the files at the pinned commit. They describe what the code does, not why.
Some files could not be read; the facts below still hold.
Signal confidence: 318 facts
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:303Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:305Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:307Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:309Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:311Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:313Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:315Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:317Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:319Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:321Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:323Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:325Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:327Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:329Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:331Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:333Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:335Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:337Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:339Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:341Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:343Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:345Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:347Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:349Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:351Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:353Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:355Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:357Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:359Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:361Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:363Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:365Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:367Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:369Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:371Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:373Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:375Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:377Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:379Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:381Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:383Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:385Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:387Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:392Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:394Low confidence
- Network access in prose of documentationcopywriter-skill/references/knowledge-base.md:396Low confidence
- Network access in prose of documentationdata-analysis/references/knowledge-base.md:406Low confidence
- Network access in prose of documentationdata-analysis/references/knowledge-base.md:408Low confidence
- Network access in prose of documentationdata-analysis/references/knowledge-base.md:410Low confidence
- Network access in prose of documentationdata-analysis/references/knowledge-base.md:412Low confidence
and 268 more
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Compatible | Standard SKILL.md channel-expert/SKILL.md | .claude/skills/<skill-name>/ |
| Codex | Compatible | Standard SKILL.md channel-expert/SKILL.md | .agents/skills/<skill-name>/ |
| Cursor | Compatible | Standard SKILL.md channel-expert/SKILL.md | .cursor/skills/<skill-name>/ |
| Gemini CLI | Compatible | Standard SKILL.md channel-expert/SKILL.md | .gemini/skills/<skill-name>/ |
| GitHub Copilot | Compatible | Standard SKILL.md channel-expert/SKILL.md | .github/skills/<skill-name>/ |
| OpenCode | Compatible | Standard SKILL.md channel-expert/SKILL.md | .opencode/skills/<skill-name>/ |
- Native The repository ships a manifest, folder or frontmatter field for this agent.
- Compatible A standard SKILL.md that this agent can read.
- Unknown No evidence either way.
Derived automatically from paths, manifests and frontmatter. Not tested on each agent.