Manufacturing / CMO
External manufacturing partner identification
Finding and evaluating a qualified manufacturer for an oral solid product for a regulated market.
Illustrative use caseIllustrative use case
AI deviation investigation support
Surfacing similar past deviations and likely contributing factors to support investigators.
Challenge
Recurring deviations were investigated as isolated events.
Requirement
Help investigators find related history; root-cause conclusions stay with people.
Approach
Structure historical deviation data, apply similarity search and trend views, and embed suggestions in the investigation form.
Process & execution
- 1Data preparation
- 2Similarity model
- 3Investigator interface
- 4Testing
- 5Pilot
- 6Review
Technology / process
- Text similarity
- Trend analysis
- eQMS integration
Documentation
- Risk assessment
- Test report
- Work instruction update
Verification
Suggestions compared with investigator-identified related events during a pilot.
Outcome / expected benefit
Expected benefit: recurring issues recognised sooner, stronger CAPA.
This is an illustrative use case describing a typical project structure. It does not describe a specific client, product or completed engagement.
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Setting up release and stability testing at a contract laboratory for a new product.
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