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AI agent for process development scientists

Batch Record Deviation Review Agent

Batch records reviewed quickly with recurring issues caught

Quality controlComplianceScience and research
See how it worksGet access
Batch Record Deviation Review Agent: what goes in, what the agent does and what you get

What it does

Completed batch records must be reviewed for deviations before a batch can be released, and reviewers often page through hundreds of entries by hand. This agent reads each executed batch record and compares every entry with the limits in the master record. It flags out-of-range values, missing signatures, late entries and skipped steps. It links each deviation to past ones with similar causes, so repeat problems stand out. It drafts the deviation report with the facts already filled in. Before closure, it checks that root cause and corrective actions are complete. If either is missing, it chases the owners and checks again. You approve every deviation report and give the input for batch disposition. Edge case: a value just inside limits but trending toward the edge across several batches is flagged as a watch item.

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, continueApprovedNo 1 STARTS WHEN Batch record completed 2 USES A TOOL Read entries and compare with limits 3 DOES Flag deviations and link to history 4 DOES Draft deviation reports 5 CHECKS THE RESULT Does each report have root cause and actions? If not: chase owners. Back to step 4. 6 YOU APPROVE Scientist approves reports 7 RESULT Batch review complete
Read the steps as a list
  1. Batch record completed
  2. Read entries and compare with limits
  3. Flag deviations and link to history
  4. Draft deviation reports
  5. Does each report have root cause and actions?If not: chase owners. Back to step 4.
  6. Scientist approves reportsThe agent waits here for your OK.
  7. Batch review complete

How it decides

It flags entries outside limits or missing, and links deviations to similar past ones.

  • Flag trends toward limits
  • Link similar deviations
  • Block closure without root cause

Make it yours

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

  • Limits
  • Trend rule
  • Report template
  • Owner list

What keeps you in control

It always asks you first

  • Deviation reports
  • Batch disposition input

Hard limits

  • Never decides batch release

It stops when

  • Done: review complete
  • Stop: record incomplete

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 happensBatch 24-0517 had 186 entries. The agent flagged a granulation end point 2 minutes past the limit and a missing second signature on a weighing step. It linked the time issue to two past deviations on the same mixer. The draft report lacked a corrective action, so the agent went back and added a proposed mixer timer check from the past cases. The scientist approved both reports and the batch review closed.

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