• CHANNEL
  • SEGMENT
  • TRENDS
  • HUMAN

How to analyze unit economics with your AI

Connect your sales data once. After that, your agent handles the math for every channel and segment.

Ask AI about this page

Short answer

How can I use AI to check my unit economics?

Your agent uses the Sales Efficiency Calculator to pull specific CAC and efficiency ratios for any channel or customer segment you name. You get a direct breakdown of which parts of your sales engine are actually profitable.

The results you get

Where your data lands.

The AI processes your raw sales data into these specific views.

CHANNEL

Channel efficiency ratios

The agent pulls CAC and conversion data for every marketing channel. You see exactly where your spend is working.

SEGMENT

Customer segment health

Get unit economics broken down by specific customer types. This shows which segments yield the best returns.

TRENDS

Efficiency shifts

Compare how your ratios change over time. Your agent identifies if a channel is getting more or less expensive.

HUMAN

Strategic decisions

The AI provides the math, but you decide where to reallocate budget or cut losing channels.

The workflow

What your AI does when the data arrives.

The agent moves from raw data to specific ratios through these steps.

  1. Data extraction

    Your agent reaches into your sales records to pull the necessary spend and revenue figures.

    get_channel_efficiency

  2. Ratio calculation

    The agent calculates CAC and efficiency metrics for the specific parameters you requested.

    get_channel_efficiency

  3. Segment grouping

    The agent organizes these metrics by customer segment or specific marketing source.

    get_channel_efficiency

  4. Insight delivery

    The agent presents the final ratios in a format you can immediately use for planning.

    get_channel_efficiency

Try it

Copy these to start.

Use these prompts to trigger the analysis.

Starting points

Swap out the bracketed info for your actual channel names or customer segments.

Sales Efficiency Engine Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_mBLmgGbaYxUwRCdBM11K6ZHT5F7NzKwz0kZSTjUF/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 — Sales Efficiency Engine capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "sales-efficiency-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_mBLmgGbaYxUwRCdBM11K6ZHT5F7NzKwz0kZSTjUF/mcp"
    }
  }
}
Copy into chat04

  • What is the CAC for our LinkedIn advertising channel?

  • Show me the sales efficiency ratios for the Enterprise customer segment.

  • Compare the channel efficiency between organic search and paid social.

  • Which customer segment has the lowest CAC right now?

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

Start here

Connect Sales Efficiency Calculator once, then ask.

Just link your data source. Your credentials stay encrypted, and you can start asking questions immediately.

Connect Sales Efficiency Calculator to your AI

FAQ

How the analysis behaves

  • 01

    Can the AI change my sales data?

    No. The AI only reads the data to perform calculations. It cannot edit or delete your records.

  • 02

    Does it work with any sales tool?

    It works with any data source that this MCP is configured to access.

  • 03

    Can the AI decide my marketing budget?

    No. The AI provides the efficiency metrics, but you must make all budget decisions yourself.

  • 04

    How granular can the CAC data be?

    You can get CAC for specific channels or customer segments depending on how your data is structured.

  • 05

    Will the AI create new sales records?

    No. This tool is strictly for analyzing existing efficiency and CAC metrics.

  • More questions about Sales Efficiency Calculator? The Connector page answers them. See everything the Sales Efficiency Calculator Connector can do

Connect Sales Efficiency Engine to Claude, Cursor, ChatGPT & more