Finance SaaS Metrics

SkillMonitoring & ops

Turn raw SaaS operating numbers into a benchmarked health report with prioritized fixes and unit-economics judgment.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Finance SaaS Metrics skill

What this skill tells your AI

The instructions your AI receives, as published by contextgo/contextgo in src/process/resources/skills/finance-analyst-pack/skills/finance-saas-metrics/SKILL.md and read by ahel’s review.

Use this skill when the business is recurring-revenue driven and the key question is health, not just accounting.

Use when

  • The user shares MRR, ARR, customer, churn, CAC, LTV, or NRR inputs.
  • A SaaS health report or unit-economics readout is needed.
  • Benchmarks should be interpreted by stage and segment.

Do not use when

  • The company is not meaningfully SaaS-like.
  • The task is a traditional statement-only review.
  • The user lacks enough operating inputs for even directional SaaS analysis.

SaaS rules

  • Work with partial data, but name the missing inputs explicitly.
  • Stage and segment matter: SMB, enterprise, PLG, early-stage, and scale-stage should not be benchmarked the same way.
  • Prioritize at most 2-3 broken metrics.
  • If growth efficiency is weak, say it clearly.

Workflow

1. Establish the business context

Clarify:

  • segment
  • stage
  • pricing model
  • whether metrics are gross or net of churn and expansion

2. Calculate the important metrics

Aim to interpret:

  • ARR
  • MRR growth
  • churn
  • CAC
  • LTV
  • LTV:CAC
  • CAC payback
  • NRR
  • quick ratio

3. Benchmark with context

For each important metric:

  • compare against the right benchmark frame
  • label it clearly
  • explain why it matters

4. Prioritize action

Pick the few metrics that deserve immediate attention and explain:

  • what is happening
  • why it matters
  • what should be fixed first

Output format

Return:

1. Metrics at a glance

  • metric
  • value
  • benchmark context
  • status

2. Overall picture

  • short plain-English summary

3. Priority issues

  • what is broken or weak
  • why it matters
  • what to do next

4. What is working

  • one or two real strengths

Use together with

  • finance-forecast-scenario-planning
  • office-duckdb-query

Signals

GitHub stars
54
Forks
5
Last commit
May 2026
Advanced
Catalog kind
skill
Gateway key
finance-saas-metrics
Source
github.com/contextgo/contextgo