Individual skill
task-group-004-fewshot-attempt-03
Use for ApexCloud CRM retention analytics tasks that call the ApexCloud Retention Operations API and must return strict JSON for renewal risk queues, QBR metrics packets, receivables and pipeline reviews, churn validation/ranking, or high-touch retention action boards. Captures reusable endpoint usage, source-of-truth choices, data hygiene rules, controlled enum mappings, policy-code conventions, and output formatting pitfalls.
experiments/codex_gpt5_5_xhigh/reports/skills/task_group_004/demonstration_skill/demonstration_skill_attempt_03/apexcloud-retention-analytics/SKILL.md
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- Apache-2.0
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# ApexCloud Retention Analytics
## Core Workflow
1. Read the task prompt and answer template first. Preserve the template's top-level keys, nested field names, nullability, list lengths, enum vocabularies, and requested sort order.
2. Use only the API base URL and public endpoint families provided in the current prompt. Do not reuse ports or paths from prior examples if the current task gives different ones.
3. Filter every source by the prompt's account IDs, region, months, date range, quarter, as-of date, and candidate shortlist. Treat date ranges as inclusive.
4. Compute from raw API data, then round only final values: currency to 2 decimals, percentages to 1 decimal, churn probabilities to 3 decimals, counts and risk scores as integers.
5. Return JSON only. Do not include explanations, markdown, comments, extra keys, or enum values outside the template.
## API Source Map
- Account profile: `/api/accounts` and `/api/accounts/<account_id>` provide canonical `account_id`, names/aliases, region, segment, lifecycle status, renewal date, tenure, CRM ARR, and current billing ARR hints.
- Monthly metrics: `/api/accounts/<account_id>/metrics?start=YYYY-MM&end=YYYY-MM` provides recognized revenue, product usage, active seats, monthly NPS status, and coarse support/SLA metrics.