• CRITICAL
  • STABLE
  • MARGINAL
  • HUMAN

How to audit channel efficiency with your AI

Connect your marketing data to your AI client. It will scan your spend and performance to find where you're losing money.

Ask AI about this page

Short answer

How can I find which marketing channels are failing my payback period?

Your AI compares your acquisition costs against your required payback thresholds to pinpoint specific underperforming channels. You'll get a clear list of where your spend isn't hitting the mark.

Where every issue lands.

The audit outcomes

The AI sorts your data into these specific categories.

CRITICAL

Failing payback thresholds

The AI identifies channels where the cost to acquire a customer exceeds your set payback limit. These are your immediate red flags.

STABLE

Meeting efficiency targets

These channels are performing within your required parameters. The AI flags these as healthy spend.

MARGINAL

Borderline performance

Channels that are hovering near your payback limit. The AI highlights these for closer monitoring.

HUMAN

Strategic decisions

The AI provides the data, but you decide whether to cut spend or optimize creative. You handle the final budget shifts.

The workflow

What your AI does when the data arrives.

The AI handles the heavy lifting of cross-referencing spend against your financial constraints.

  1. Ingest spend and performance

    Your AI pulls the latest acquisition costs and conversion data from your connected sources.

    identify_inefficient_channels

  2. Calculate payback per channel

    The AI runs the math to see how long it takes to recoup the cost of each customer per channel.

    identify_inefficient_channels

  3. Compare against thresholds

    It checks every channel's performance against the specific payback period you require.

    identify_inefficient_channels

  4. Flag inefficiencies

    The AI isolates the specific channels that are failing to meet your efficiency standards.

    identify_inefficient_channels

Try it

Copy these to start.

Use these prompts once you've connected the Sales Efficiency Calculator.

Starting points

Swap the bracketed text for your actual channel names or spreadsheet links.

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

  • Identify which channels in my marketing sheet are failing my 6-month payback threshold.

  • Run an efficiency audit on my LinkedIn and Google Ads spend.

  • Which of my acquisition channels have the worst payback period right now?

  • List all channels where the cost per acquisition is too high based on my targets.

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

Start here

Connect Sales Efficiency Calculator once, then ask.

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

Connect Sales Efficiency Calculator to your AI

FAQ

How this task behaves

  • 01

    Can the AI change my ad spend automatically?

    No. The AI only identifies and reports on efficiency. You must manually adjust your budgets in your ad platforms.

  • 02

    Does the AI delete any of my marketing data?

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

  • 03

    What data do I need to provide?

    You need to provide acquisition costs and customer payback data, typically via a spreadsheet or connected marketing tool.

  • 04

    Can it audit channels I haven't connected yet?

    No. The AI can only analyze data from sources you have explicitly connected to the MCP.

  • 05

    How does it know my payback threshold?

    You tell the AI what your required payback period is during your chat session.

  • 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