Menu

Individual skill

playbook-company-name-cleaning

0upvotes

Turns the raw company-name string on a lead row into the short human form a person would say out loud, so it can be dropped into email copy. Triggers on "clean these company names", "company name variable", "strip the LLC and Inc", "the company names look robotic", "normalize company names for the campaign". Outputs company_clean, one short string per row.

skills/playbooks/playbook-company-name-cleaning/SKILL.md

Read pinned source

Source commit 25c5d85fbb5dd3efec97b0ca457cbbc286547476

What was checked

Matches the observed repository HEAD
Yes
Scanner rules are current
Yes
Repository scan complete
No
Skill scan complete
No
Observed behavior
Network or broad shell
Last checked
Nov 10, 2026

These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.

Install this skill

Choose an agent in your Stack or copy a command below. Commands fetch the pinned commit and copy only this skill directory. Existing destinations are refused. Copying a command does not install anything.

An install command is unavailable: current rules, complete repository and skill scans, an eligible behavior level and a permitted license are required.

Repository context

Repository stars (not skill ratings)
809
Repository last updated
Oct 5, 2026
License
MIT

Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.

Files and excerpt

File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.

Browse files
Read excerpt

# Playbook: Company Name Cleaning

> All rules here are best practice, not law. Override any of them when the campaign calls for it; note the best practice once and move on.

## 0. Read this first: the AI prompt is a toggle, not the default

Clay ships a free, deterministic `Normalize Company Name` action (`titleCase: true`). **That is
the default and it stays the default.** Do not replace it reflexively, and do not make AI the
default.

Everything below — the locked prompt, the benchmark, the placeholder guard, the AI column — is the
**toggle**: what you switch on for one client, when the copy leans hard on the company name **and**
the raw strings are messy in ways a normalizer structurally cannot fix. Those are taglines after a
pipe, dba entities, parenthetical descriptors, appended city names, second-language duplicates, and
Back to top