Scenarios, in detail.
How each Primarch expert handles a specific problem — what the camera and the data show, what the AI checks, and the evidence it produces.
Fraud & loss prevention
Return fraud: how AI video + POS checks can catch it
Return fraud turns the returns counter into a source of cash. How AI video checked against the POS log can catch refunds with nothing returned.
Fraud & loss prevention
Discount, override and loyalty abuse: how AI video can catch it
Markdowns, coupons, price overrides, gift cards and loyalty points can leak value at the register. How AI video matched with the POS log can catch it.
Workplace safety
Forklift and pedestrian safety with AI video: a practical guide
Forklift–pedestrian near misses at blind corners and docks are easy to miss. How AI video on existing cameras can catch them and show why they repeat.
Workplace safety
LOTO and machine guarding compliance with AI video
Open guards, bypassed interlocks and skipped LOTO steps are easy to miss. How AI video on existing cameras can catch work on still-energized machines.
Workplace safety
Restricted zones and work at height: AI video safety monitoring
Unauthorized entry into danger zones and harness-free work at height are easy to miss. How AI video on existing cameras can catch them in context.
Quality & inspection
AOI false calls and PCB defects: an AI second-look guide
AOI machines flag good boards as well as bad ones. How an AI second look on AOI calls can separate false calls from real PCB defects like solder bridges.
Quality & inspection
Incoming quality control with AI vision: a practical guide
Incoming quality control checks supplier parts before they reach the line. How AI vision can read visible defects and document each reject with evidence.
Quality & inspection
Packing and dock checks with AI video: errors and damage
Packing and dock checks catch missing items, skipped steps and damage before goods ship. How AI video can check packing steps and record loads at the dock.
Operations & back office
Tender pricing and supplier RFQs with AI: a BOM costing guide
Tender pricing turns a BOM into RFQs, quotes and a priced bid. How AI agents can read supplier quotes and compute the cheapest valid plan for approval.
Operations & back office
Invoice matching with AI: reconciling invoices with MRP/ERP
Invoice matching checks each supplier invoice line against its order in your MRP/ERP plan. AI agents can read invoices and flag differences for approval.
Fraud & loss prevention
Void and refund fraud: how AI video + POS checks can catch it
Void and refund fraud hides cash theft behind normal POS entries. How AI video checked against the POS log can catch voids after payment and fake refunds.
Fraud & loss prevention
Cash skimming and no-sale drawers: how AI video can catch them
Cash skimming hides in unrung sales, No Sale drawer openings and unlogged payouts. How AI video checked against the POS log can catch each one.
Fraud & loss prevention
Sweethearting and missed scans: how AI checkout monitoring works
Sweethearting and missed scans leave no line in the POS log, and the drawer still balances. How AI video checked against the POS can catch them.
Fraud & loss prevention
Restaurant and café loss prevention with AI video: a guide
Restaurant and café loss prevention: where counter, drive-thru and delivery cash goes missing, and how AI video + POS checks can catch it in the store.
Fraud & loss prevention
Retail store loss prevention with AI video: a practical guide
Retail store loss prevention: where boutique, souvenir shop and bookshop registers lose cash and stock, and how AI video checked against POS can catch it.