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.

• Employee theft & loss prevention

  How to catch employees stealing from the cash register

  How employees steal from the register (voids, fake refunds, skimming, missed scans, discounts) and how AI video checked against the POS log can catch it.

• Employee theft & loss prevention

  POS exception reporting vs AI video: what each one catches

  POS exception reporting shows where to look; AI video checked against the POS log can show what happened. A neutral comparison for catching employee theft.

• Workplace safety

  Near miss detection with AI video: catching what goes unreported

  Near misses end without harm and are easy to leave unreported. How AI video on existing cameras can detect visible near misses and turn them into records.

• Workplace safety

  PPE compliance with AI video: PPE detection in context

  PPE detection that ignores the zone and the task floods teams with alarms. How AI video on existing cameras can check PPE compliance in context.

• Quality & inspection

  What is a vision-language model? VLMs for video analytics

  A vision-language model (VLM) reads images and video together with language. What VLMs are, how they differ from classic computer vision, and their limits.

• Quality & inspection

  VLM vs rule-based video analytics: a neutral comparison

  Rule-based video analytics fires on zones, lines and thresholds; VLM-based analytics reads the action in context. Strengths, limits and when to use each.

• Quality & inspection

  What is AOI? Automated optical inspection and the review station

  What is AOI? Where automated optical inspection sits on an SMT line, what it checks on a PCB, and how its flagged calls are reviewed by hand today.

• Employee theft & loss prevention

  Return fraud detection in stores: AI video + POS checks

  Return fraud detection in stores: how AI video checked against the POS log can catch refunds entered with nothing returned at the counter.

• Employee theft & loss prevention

  Employee discount abuse and price overrides: catching it with AI

  Employee discount abuse, price overrides, coupons and loyalty points can leak value at the register. How AI video matched with the POS log can catch it.

• Workplace safety

  Forklift pedestrian safety: AI camera near-miss detection

  Forklift pedestrian safety: how AI video on existing cameras can detect near misses at blind corners and docks, and show why they repeat.

• Workplace safety

  Lockout/tagout and machine guarding: AI video compliance checks

  Lockout/tagout (LOTO) and machine guarding: how AI video can catch open guards, skipped LOTO steps and work on still-energized machines.

• Workplace safety

  Work at height and restricted areas: AI video safety monitoring

  Work at height without a harness and unauthorized entry into restricted areas are easy to miss. How AI video on existing cameras can catch them in context.

• Quality & inspection

  AOI false call reduction: an AI second look at PCB defects

  What a false call in AOI is, why AOI produces them, and how an AI second look at the review station can separate false calls from real PCB defects.

• Quality & inspection

  Incoming quality control with AI vision: a practical guide

  Incoming quality control (incoming inspection) checks supplier parts before the line. How AI vision can read visible defects and document each reject.

• Quality & inspection

  Packing verification and dock checks with AI video

  Packing verification and dock checks can catch missing items, skipped steps and damage before shipping. How AI video can check packing and record loads.

• Operations & back office

  BOM quoting and supplier RFQs with AI: a tender pricing guide

  BOM quoting for a tender: supplier RFQs, quote comparison and a priced bid. How AI agents can read supplier quotes and compute the cheapest valid plan.

• Operations & back office

  Invoice matching with AI: reconciling invoices with MRP/ERP

  Invoice matching checks each supplier invoice line against its purchase order in your MRP/ERP plan. AI agents can read invoices and flag each difference.

• Employee theft & loss prevention

  Void and refund fraud at the register: catch it with AI video

  How cashiers steal with voided transactions and fake refunds while the drawer balances, and how AI video checked against the POS log can catch it.

• Employee theft & loss prevention

  Cash skimming and no-sale transactions: catching them with AI

  Cash skimming hides in unrung sales, no-sale transactions and unlogged payouts. How AI video checked against the POS log can catch each one.

• Employee theft & loss prevention

  Sweethearting and missed scans: how AI checkout monitoring works

  Missed scans leave no POS line and under-rings look like normal sales, so the drawer balances. How AI checkout monitoring can catch sweethearting.

• Employee theft & loss prevention

  Restaurant employee theft: how AI video + POS checks catch it

  How restaurant employees steal at the counter, drive-thru and in delivery, and how AI video checked against the POS can catch it in the store.

• Employee theft & loss prevention

  Retail employee theft: an AI video loss prevention guide

  How retail employees steal at boutique, souvenir shop and bookshop registers, and how AI video checked against the POS log can catch internal theft.