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AI agent for quality control inspectors

Incoming Inspection Sampling Agent

Match inspection effort to each supplier's record and hold bad lots.

Incoming Inspection Sampling Agent: what goes in, what the agent does and what you get

What it does

Using the same sampling level for every supplier wastes effort on good ones and misses problems with poor ones. This agent sets the sample size for each incoming lot based on the supplier's record. It records the inspection results, then tightens or loosens the level by the rules, for example after five good lots in a row. After each lot it updates the supplier's level and re-checks the next shipment against the new level. It flags lots that fail and holds them. The inspector approves release or return. Edge case: a first shipment of a new part always gets tightened inspection until a clean history exists.

How it works

Follow the arrows from top to bottom. The orange dashed arrow is the loop: when a check fails, the agent goes back and tries again.

Start and resultWhat it doesA check on its own workWaits for your OKGoes back and retries
Yes, continueApprovedYes, continueNoNo 1 STARTS WHEN Lot arrives 2 USES A TOOL Read the supplier's history and current level 3 DOES Set the sample size for the lot 4 USES A TOOL Record the inspection results 5 CHECKS THE RESULT Does the lot pass the acceptance number? If not: Hold the lot and notify the inspector. Back tostep 2. 6 DOES Update the supplier's level by the switching rules 7 YOU APPROVE Inspector approves release or return 8 USES A TOOL Release or return the lot 9 DOES Check the next shipment against the new level 10 CHECKS THE RESULT Is the next lot sampled at the updated level? If not: Correct the sample size and flag the error. Backto step 3. 11 RESULT Supplier record updated
Read the steps as a list
  1. Lot arrives
  2. Read the supplier's history and current level
  3. Set the sample size for the lot
  4. Record the inspection results
  5. Does the lot pass the acceptance number?If not: Hold the lot and notify the inspector. Back to step 2.
  6. Update the supplier's level by the switching rules
  7. Inspector approves release or returnThe agent waits here for your OK.
  8. Release or return the lot
  9. Check the next shipment against the new level
  10. Is the next lot sampled at the updated level?If not: Correct the sample size and flag the error. Back to step 3.
  11. Supplier record updated

How it decides

It uses the supplier's current level, and changes it by rule after each lot.

  • Tighten after one failed lot
  • Loosen after five good lots in a row
  • Use tightened inspection for new parts
  • Hold lots that fail the acceptance number

Make it yours

Every agent is a starting point. You choose these settings for your own situation.

  • Switching rules
  • Sample size tables
  • Lots needed to loosen (default 5)
  • Hold rule

What keeps you in control

It always asks you first

  • Inspector approves release or return of lots

Hard limits

  • Never release a failed lot
  • Never change a sampling rule itself

It stops when

  • Done: the lot is released or returned and the level updated
  • Stop: a safety defect is found and the inspector takes over

Set it up

We guide you through the set-up, step by step

Members get the full set-up guide for this agent. No technical skills needed: you copy, paste and upload.

10 minto set it up in your AI
5 AIsChatGPT, Claude, Copilot, Gemini, Grok
  • One set of instructions to paste into your AI, with the clicks for ChatGPT, Claude, Microsoft 365 Copilot, Gemini and Grok
  • The agent then walks you through connecting your own data, one source at a time
  • A downloadable copy with the flow chart, the rules and the full guide
Get access to this agent

An example run

What happensSupplier K has had five good lots at reduced sampling. Lot 902 shows 3 defects in a 50 piece sample against an accept number of 2. The agent holds the lot and moves the supplier to tightened inspection. The inspector returns the lot. The next shipment is checked with a sample of 80.

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