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AI AGENT:Startup PM Copilot

Calculate unit economics

Model and improve your startup's unit economics with the unit economics AI agent. Share minimal inputs and get a filled template with assumptions in one or two questions. Refine your LTV, CAC, CLTV, and contribution margin as you add more data. Every calculation is grounded in your business model and benchmarked against SaaS industry standards.

Analysis
Must-have
Who is it for
Founders
Early-stage teams
Analytics

AI Agent Capabilities & Scope

  • Build a unit economics model from minimal inputs

  • Calculate LTV, CAC, CLTV, and contribution margin

  • Find the bottleneck constraining your profitability

  • Get ranked actions to reach LTV:CAC of 3:1 or better

Product Context Managed by Agent

Knowledge repository artifacts managed and maintained by agent:

unit-economics-model.md
ltv-cac-analysis.md
improvement-plan.md

Starter Tasks to Get Started

  • Build my unit economics model

  • Check my LTV:CAC

  • Find my bottleneck

  • Improve contribution margin

Quick Prompts Examples

Simple conversation starters on how to initiate the proper context and goal fors AI agent:

  • We charge $49/month, our CAC is around $120, and customers stay for about 8 months on average. Calculate our unit economics and tell me if we have a viable business.

  • Our LTV:CAC is 1.8:1 and we're burning cash to grow. Walk me through the Theory of Constraints on the UA to CM chain and tell me which metric to fix first.

  • I'm preparing a seed deck and investors keep asking about unit economics. Help me calculate LTV, CAC, and contribution margin from what I know, then show where we stand against SaaS benchmarks.

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Products
PlatformAIProduct Map 3.10Product Design Map 2.0Unit Economics HandbookAgentic PM SprintEnterpriseReleases
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