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AI for Pharma & Life Sciences

17 ready-to-build AI use cases for pharma & life sciences teams, each built and tested on sample data. Open any kit to see how it was measured and where it fails.

Measured on sample data, not asserted. Every number lives on the kit’s own board.
17use casesfor Pharma & Life Sciences
5kinds of jobthe bars below
1,007sample documentsin these kits’ data
1,317test casesgraded by code
99failures namedcase by case

What these kits do

Pick a job to narrow the tiles below.

Where they slip, and where to watch

Across 99 named failures

  • Applied the wrong rule · 29%
  • Added or dropped an item · 22%
  • Cited the wrong source · 16%

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All 17 kits

Pharma & Life SciencesUC0036Catch serious drug side-effect reports, even when they sound mild55 case reports measuredPharma & Life SciencesUC0065Sort a plant's deviation reports by severity50 deviation reports measuredPharma & Life SciencesUC0149Catch a mis-coded drug complaint before it's filed50 product complaint records measuredPharma & Life SciencesUC0190Check which sites actually got a safety letter36 safety letter packs measuredPharma & Life SciencesUC0254Sort a drugmaker's medical inquiries, catch the harm inside66 inquiries measuredPharma & Life SciencesUC0275Screen literature hits for a drug company's safety desk66 literature-search records measuredPharma & Life SciencesUC0304Match each drug ad claim to its proof372 promotional claim review packs measuredPharma & Life SciencesUC0333Check a wholesaler chargeback claim against the contract63 chargeback claim line measuredPharma & Life SciencesUC0374Check what filing a drug plant's change needs46 change control records measuredPharma & Life SciencesUC0403Catch a biologics plant's unexplained procedure change63 change packs measuredPharma & Life SciencesUC0443Check a licensing partner's safety-case exchange against the agreement64 reconciliation packs measuredPharma & Life SciencesUC0468Catch a canceled record before it's in the report64 section packs measuredPharma & Life SciencesUC0499Fill in a medicine maker's complaint worksheet from its log64 complaint records measuredPharma & Life SciencesUC0532Draft follow-up questions for a drug safety case64 case packets measuredPharma & Life SciencesUC0574Check a medicine's translated label against its approved source66 label section pairs measuredPharma & Life SciencesUC0596Place a trial site's deviation in the study's protocol64 protocol deviation records measuredPharma & Life SciencesUC0600Turn a drug promotion's reviewer comments into one change list64 review rounds measured

Rebuilt from the kit files at every deploy · last deploy before this build: 18 Oct 2026