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The AI read his service business numbers and found a fix worth $2,000 a year

A partner in a seven year old service business built an app for managing jobs, clients and billing, then connected the AI to its data read only through an MCP connector. Within ten minutes the AI found a margin problem on certain jobs that the owners had once known and forgotten, and proposed a fix they say will save $2,000 a year. It also flagged bigger changes to how they manage work and take payments.

$2,000a year

How it works

  1. Build a platform for jobs, clients and billing
  2. Expose its tools to the AI read only
  3. The AI reviews the numbers
  4. Margin problem on certain jobs found in ten minutes
  5. Fix agreed, worth $2,000 a year

Why it’s worth knowing

The win was memory, not cleverness: the agent spotted a problem the owners already knew about once and had lost track of.

Where it’s from

Summarized from a public post on reddit.com. See the original ↗

Upgraded prompt

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