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AI for Chemicals

15 ready-to-build AI use cases for chemicals 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.
15use casesfor Chemicals
5kinds of jobthe bars below
899sample documentsin these kits’ data
1,296test casesgraded by code
95failures namedcase by case

What these kits do

Pick a job to narrow the tiles below.

Where they slip, and where to watch

Across 95 named failures

  • Added or dropped an item · 26%
  • Gave no answer when one was owed · 20%
  • Applied the wrong rule · 17%

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All 15 kits

ChemicalsUC0048Check a bulk tank's past cargoes before loading new product55 pre-load check sheets measuredChemicalsUC0084Catch specification gaps before a batch ships216 batch quality records measuredChemicalsUC0175Catch a chemical label that drifted from its safety sheet270 label / safety data sheet pairs measuredChemicalsUC0228Check a customer's spec against what your plant can hold60 capability reviews measuredChemicalsUC0229Screen a chemical shipment against a schedule of exemptions60 item dossiers measuredChemicalsUC0270Check a chemical plant's batch record for gaps65 batch record review packs measuredChemicalsUC0327Spot real differences in a product's regional safety sheets63 regional variant sets measuredChemicalsUC0359Catch conflicting numbers in a chemical customer's specification62 specification packets measuredChemicalsUC0395Check a chemical site's retain samples against the schedule62 reconciliation pack measuredChemicalsUC0435Check what went into a chemical blend before release64 genealogy packs measuredChemicalsUC0436Check a chemical shipment's documents against its order64 document sets measuredChemicalsUC0455Check the evidence file behind a plant's failed lab test64 evidence packets measuredChemicalsUC0527Say which customers' agreements require notice of a plant change62 change records measuredChemicalsUC0560Read a chemical supplier's substance declaration into checkable rows63 supplier declarations measuredChemicalsUC0613Check a supplier's scanned certificate of analysis against your specdocument66 lots measured · 85 pages

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