Content
86%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
The body is a well-structured, highly actionable playbook that appropriately splits detail into one-level-deep references and a runnable script. Its only weakness is mild motivational padding and the absence of an explicit error-recovery feedback loop in the workflow.
Suggestions
Trim motivational framing (e.g., 'Churn is a revenue leak you can plug... That compounds.' and 'You are an expert in SaaS retention...') to improve token efficiency, since Claude does not need this context.
Add an explicit validate→fix→retry checkpoint to at least one workflow (e.g., after launching a save offer or dunning sequence, verify save/recovery rate against the benchmark red flags and iterate) to strengthen workflow clarity.
Consider tightening the 'Before Starting' context-gathering list into a compact checklist so the opening section earns its tokens as directly as the rest of the body.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Content is mostly dense and actionable (tables, schedules, formulas), but motivational framing such as 'Churn is a revenue leak you can plug... That compounds.' and 'You are an expert in SaaS retention...' is mild padding Claude does not need. | 4 / 5 |
Actionability | Provides copy-ready concrete guidance across the common cases — reason→offer mapping tables, an exact retry-day schedule, email subject lines with tones and CTAs, metric formulas with benchmarks, and a runnable command `python3 scripts/churn_impact_calculator.py`. | 5 / 5 |
Workflow Clarity | The 5-stage cancel flow and three modes are clearly sequenced with an explicit confirmation checkpoint and red-flag monitoring signals, but there is no explicit validate→fix→retry feedback loop within the workflow itself. | 4 / 5 |
Progressive Disclosure | The body stays an overview and defers full detail to clearly signaled one-level-deep links to verified files — references/cancel-flow-playbook.md and references/dunning-guide.md — plus a directly invokable script, making navigation easy. | 5 / 5 |
Total | 18 / 20 Passed |