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unit-economics Skill

AI Agent SkillPythonOpen source

Analyze unit economics for PE targets — ARR cohorts, LTV/CAC, net retention, payback periods, revenue quality, and margin waterfall. Essential for software/SaaS, recurring revenue, and subscription businesses. Use when evaluating revenue quality, building a cohort analysis, or assessing customer economics. Triggers on Published by anthropics in financial-services.

What is unit-economics Skill?

Analyze unit economics for PE targets — ARR cohorts, LTV/CAC, net retention, payback periods, revenue quality, and margin waterfall. Essential for software/SaaS, recurring revenue, and subscription businesses. Use when evaluating revenue quality, building a cohort analysis, or assessing customer economics. Triggers on Published by anthropics in financial-services. This profile combines repository metadata with install, compatibility, and usage signals so developers can quickly decide whether it fits their agent workflow before opening the source repository.

Trust signal
95/100
Maintenance signal
90/100
Adoption signal
100/100

Automated repository signals based on public metadata such as recency, license, installation evidence, and adoption. These are not a security audit or endorsement.

Key capabilities

  • Includes SKILL.md support
  • Reusable instructions support
  • Data analysis
  • Data analysis use cases

Technical details

Copy skill directory
  • Install or run with Copy skill directory

When to use unit-economics Skill

  • Use it for data analysis.

Built with

PythonCopy skill directory

Editorial notes

Source

  • Creator: anthropics
  • Repository: anthropics/financial-services
  • Skill file: plugins/vertical-plugins/private-equity/skills/unit-economics/SKILL.md

What it does

Analyze unit economics for PE targets — ARR cohorts, LTV/CAC, net retention, payback periods, revenue quality, and margin waterfall. Essential for software/SaaS, recurring revenue, and subscription businesses. Use when evaluating revenue quality, building a cohort analysis, or assessing customer economics. Triggers on

Skill instructions

Unit Economics Analysis Workflow Step 1: Identify Business Model Determine the revenue model to tailor the analysis: - SaaS / Subscription: ARR, net retention, cohorts - Recurring services: Contract value, renewal rates, upsell - Transaction / usage-based: Revenue per transaction, volume trends, take rate - Hybrid: Break down by revenue stream Step 2: Core Metrics ARR / Revenue Quality - ARR bridge: Beginning ARR → New → Expansion → Contraction → Churn → Ending ARR - ARR by cohort: Vintage analysis — how does each annual cohort retain and grow? - Revenue concentration: Top 10/20/50 customers as % of total - Revenue by type: Recurring vs. non-recurring vs. professional services - Contract structure: ACV distribution, multi-year %, auto-renewal % Customer Economics - CAC (Customer Acquisition Cost): Total S&M spend / new customers acquired - LTV (Lifetime Value): (ARPU × Gross Margin) / Churn Rate - LTV:CAC ratio: Target 3x for healthy businesses - CAC payback period: Months to recover a

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Frequently asked questions

What is unit-economics?

unit-economics is a open-source AI agent skill with Copy skill directory. Analyze unit economics for PE targets — ARR cohorts, LTV/CAC, net retention, payback periods, revenue quality, and margin waterfall.

Who is unit-economics best for?

unit-economics is best for reusing agent instructions, scripts, and references, data analysis workflows.

How do I install unit-economics?

Install or run unit-economics using Copy skill directory. Check unit-economics for the latest setup command.

Is unit-economics actively maintained?

unit-economics may need a closer maintenance check before production use.

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Forks
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Last commit
26 days ago
Repository age
5 months
License
Apache-2.0

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