• HEALTHY
  • RISKY
  • CRITICAL
  • HUMAN

How to audit unit economics with your AI

Connect your pricing data once. From there, your AI handles the math to ensure your tiers stay profitable.

Ask AI about this page

Short answer

Can my AI check if my pricing is actually profitable?

Yes. Your AI uses the Pricing Strategy Prover to run your current tier data against LTV/CAC and gross margin thresholds. You'll get a clear view of which tiers are dragging down your unit economics.

Where every issue lands.

The outcomes of an audit

The AI categorizes your pricing health into four distinct areas.

HEALTHY

Profitable tiers

The AI identifies tiers where LTV/CAC and margins meet your targets. These are your stable revenue drivers.

RISKY

Margin warnings

The AI flags tiers where gross margins are dipping below your set thresholds. You'll see exactly where the squeeze is happening.

CRITICAL

LTV/CAC gaps

The AI highlights tiers where acquisition costs are eating your lifetime value. These require immediate attention.

HUMAN

Strategic decisions

The AI hands off the final pricing adjustments to you. It provides the data, but you decide how to change the tiers.

The workflow

What your AI does when the data arrives.

The AI moves from raw data ingestion to specific profitability checks.

  1. Ingest pricing data

    Your AI pulls your current tier structures and customer metrics to build a baseline.

    validate_pricing_strategy

  2. Calculate ratios

    The AI computes the LTV/CAC for every active tier in your system.

    validate_pricing_strategy

  3. Check margins

    The AI compares your current gross margins against the thresholds you defined.

    validate_pricing_strategy

  4. Flag deviations

    The AI isolates the specific tiers that fail your unit economic tests.

    validate_pricing_strategy

Try it

Copy these to start.

Use these prompts to kick off the audit.

Starting points

These are opening lines. Swap out the bracketed text with your actual data sources like a Google Sheet or Stripe export.

Pricing Strategy Prover Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_DgfPcF2G2Sfx064SvUB7cKVlObkfyfkyB67jN8qN/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Pricing Strategy Prover capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "pricing-strategy-prover-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_DgfPcF2G2Sfx064SvUB7cKVlObkfyfkyB67jN8qN/mcp"
    }
  }
}
Copy into chat04

  • Audit my current pricing tiers in this Google Sheet against a 3:1 LTV/CAC ratio.

  • Check if my Enterprise tier maintains a 70% gross margin based on the attached CSV.

  • Identify which of my subscription tiers have an LTV/CAC below 3.0.

  • Run a unit economics audit on my pricing data and flag any tier with low margins.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect Pricing Strategy Prover once, then ask.

One connection to your preferred AI client is all it takes. Your credentials stay encrypted, and you can start auditing immediately.

Connect Pricing Strategy Prover to your AI

FAQ

How this task behaves

  • 01

    Can the AI change my prices in Stripe automatically?

    No. The AI only validates and audits your data. You must manually implement any pricing changes in your billing system.

  • 02

    Does the AI need me to format my data in a specific way?

    It works best with clean exports from your billing provider or a structured spreadsheet, but the AI handles the heavy lifting of parsing the numbers.

  • 03

    Can the AI suggest new pricing tiers?

    The AI identifies where current tiers fail, but it does not autonomously create new pricing models without your direction.

  • 04

    What happens if my LTV/CAC data is missing?

    The AI will tell you it cannot complete the audit. It needs both acquisition cost and lifetime value data to perform the calculation.

  • 05

    Will the AI delete any of my existing pricing configurations?

    No. This MCP is read-only for your pricing data. It cannot delete, edit, or overwrite your live pricing settings.

  • More questions about Pricing Strategy Prover? The Connector page answers them. See everything the Pricing Strategy Prover Connector can do

Connect Pricing Strategy Prover to Claude, Cursor, ChatGPT & more