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AI for Retail

33 ready-to-build AI use cases for retail 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.
33use casesfor Retail
7kinds of jobthe bars below
7,395sample documentsin these kits’ data
2,015test casesgraded by code
157failures namedcase by case

What these kits do

Pick a job to narrow the tiles below.

Where they slip, and where to watch

Across 157 named failures

  • Applied the wrong rule · 44%
  • Added or dropped an item · 16%
  • Gave no answer when one was owed · 16%
Watch Retail videos on YouTube →

All 33 kits

RetailUC0010Answer a shop's sales questions from its order records20 questions measuredRetailUC0016Check a retail buyer's draft orders against supplier agreements72 draft orders measuredRetailUC0017Check supplier change emails against the right purchase order70 messages measuredRetailUC0018Catch a retailer's out-of-date lead times and safety stock60 parameters measuredRetailUC0019Catch where a retailer's demand, supply and finance plans disagree40 planning cycles measuredRetailUC0020Draft a store promotion's sales lift from comparable past promotions15 planned requests measuredRetailUC0021Draft a retailer's new-item forecast from truly similar past items15 new-item setup requests measuredRetailUC0023Explain a store chain's stock shortages before the allocation review40 review sessions measuredRetailUC0024Check a finance team's recurring month-end entries before sign-off60 drafted close cycles measuredRetailUC0025Explain a retailer's month-end inventory change, line by line34 roll-forward cycles measuredRetailUC0026Tell a vendor exactly where their invoice is stuck35 invoices measuredRetailUC0027Check who's liable when a retailer's delivery doesn't add up36 cases measuredRetailUC0028Sort a security team's alert bundles into real incidents33 case windows measuredRetailUC0029Check a marketplace seller's application against their documents36 applications measuredRetailUC0030Find why a store's stock count doesn't match the system36 variance events measuredRetailUC0072Catch a store's ship-date promises before they cost a refund50 open orders measuredRetailUC0074Sort out a data team's rule failures50 monitoring packs measuredRetailUC0075Catch a retail site's missing permits50 site permit files measuredRetailUC0095Track how long a store's cooler ran warm120 unit snapshots measuredRetailUC0113Catch employees holding two conflicting access rights120 certification extracts measuredRetailUC0114Check that an AI tool's sign-off review really happened120 governance records measuredRetailUC0116Catch the store that's quietly short in cash every night120 store close extracts measuredRetailUC0117Fix the forecast misses that cost a retailer most120 forecast line extracts measuredRetailUC0118Catch what's really blocking a product launch120 gate review extracts measuredRetailUC0432Check store shelf photos against the planogramimage60 shelf-bay photographs measured · 60 pagesRetailUC0476Check a buyer's tax-exemption certificate before a sale goes tax-freedocument60 certificates measured · 60 pagesRetailUC0488Find why shoppers' searches on your online store failed64 failing onsite search queries measuredRetailUC0519Draft a retailer's vendor debit from one delivery file64 inbound delivery files measuredRetailUC0555Draft a retailer's customer-care reply from its own handbook66 care cases measuredRetailUC0584Check a seller's listing against the marketplace's prohibited item policy65 seller listings measuredRetailUC0611Decide a store pickup order's substitute from the shopper's note64 pick exceptions measured

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