unit-economics

Analizar la economía unitaria para objetivos de PE — cohortes de ARR, LTV/CAC, retención neta, períodos de recuperación, calidad de ingresos y cascada de márgenes. Esencial para…

npx skills add https://github.com/anthropics/financial-services --skill unit-economics

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 acquisition cost
  • Blended vs. segmented: Break down by customer segment (enterprise vs. SMB vs. mid-market)

Retention & Expansion

  • Gross retention: % of beginning ARR retained (excludes expansion)
  • Net retention (NDR): % of beginning ARR retained including expansion
  • Logo churn: % of customers lost
  • Dollar churn: % of revenue lost (often different from logo churn)
  • Expansion rate: Upsell + cross-sell as % of beginning ARR

Cohort Analysis

Build a cohort matrix showing:

CohortYear 0Year 1Year 2Year 3Year 4
2020$1.0M$1.1M$1.2M$1.1M
2021$1.5M$1.7M$1.8M
2022$2.0M$2.3M
2023$3.0M

Show both absolute $ and indexed (Year 0 = 100%) views.

Margin Waterfall

  • Revenue → Gross Profit → Contribution Margin → EBITDA
  • Fully loaded unit economics: what does it cost to acquire, serve, and retain a customer?
  • Gross margin by revenue stream (subscription vs. services vs. other)

Step 3: Benchmarking

Compare unit economics to relevant benchmarks:

  • SaaS Rule of 40: Growth rate + EBITDA margin > 40%
  • SaaS Magic Number: Net new ARR / prior period S&M spend > 0.75x
  • NDR benchmarks: Best-in-class >120%, good >110%, concerning <100%
  • LTV:CAC: Best-in-class >5x, good >3x, concerning <2x
  • Gross retention: Best-in-class >95%, good >90%, concerning <85%
  • CAC payback: Best-in-class <12mo, good <18mo, concerning >24mo

Step 4: Revenue Quality Score

Synthesize into a revenue quality assessment:

FactorScore (1-5)Notes
Recurring %
Net retention
Customer concentration
Cohort stability
Growth durability
Margin profile
Overall

Step 5: Output

  • Excel workbook with ARR bridge, cohort matrix, unit economics dashboard
  • Summary slide with key metrics and benchmarks
  • Red flags and areas for further diligence

Important Notes

  • Always ask for raw customer-level data if available — aggregate metrics can hide problems
  • NDR above 100% can mask high gross churn if expansion is strong enough — always show both
  • Cohort analysis is the single most important view for revenue quality — push for this data
  • Differentiate between contracted ARR and actual recognized revenue
  • For usage-based models, focus on consumption trends and expansion patterns rather than traditional ARR metrics
  • Professional services revenue should be evaluated separately — it's not recurring and margins are typically lower

Más skills de anthropic

access
anthropic
Gestiona el acceso a canales de Discord: aprueba emparejamientos, edita listas permitidas, configura políticas de DM/grupo. Úsalo cuando el usuario pida emparejar, aprobar a alguien, verificar quién está permitido…
official
session-report
anthropic
Generar un informe HTML explorable del uso de la sesión de Claude Code (tokens, caché, subagentes, habilidades, prompts costosos) a partir de las transcripciones de ~/.claude/projects.
official
build-mcp-server
anthropic
Esta habilidad debe usarse cuando el usuario solicite "construir un servidor MCP", "crear un MCP", "hacer una integración MCP", "envolver una API para Claude", "exponer herramientas a…
official
cookbook-audit
anthropic
Auditar un cuaderno de Anthropic Cookbook basado en una rúbrica. Úsalo siempre que se solicite una revisión o auditoría de un cuaderno.
official
handle-complaint
anthropic
Gestiona una queja entrante de cliente de principio a fin: extrae el contexto, redacta una respuesta y sugiere una solución operativa. Acepta un correo electrónico o ID de ticket opcional…
official
use-case-triage
anthropic
Determinar rápidamente si una actividad de procesamiento necesita una PIA, una DPIA obligatoria del GDPR, o puede continuar — detecta conflictos con la política de privacidad y dirige al…
official
board-minutes
anthropic
Redacta actas de reuniones de la junta o comité en el formato de su organización. Detecta automáticamente las próximas reuniones de la junta y comités desde su calendario, solicita la agenda y…
official
renewal-tracker
anthropic
Muestra los contratos con fechas límite de cancelación próximas y advierte antes de que se cierren las ventanas de notificación, trabajando desde un registro de renovaciones mantenido. Úsalo cuando el usuario pregunte…
official