In February 2024, a finance worker at Arup's Hong Kong office got a message from his CFO in London asking him to handle a confidential transaction. He flagged it as suspicious, so the CFO followed up with a video call to clear the air. The CFO was on screen, alongside several senior colleagues the worker recognized. Voices and faces all checked out. He came away convinced and wired $25 million across 15 transfers to five different bank accounts.
Every person on that call was a deepfake. He only caught it later, when he happened to check in with the actual London office.
The wild part is how cleanly the verification worked. Escalate the request, hop on a video call, confirm with people you know. The process held. The evidence just wasn't real.
Insurance carriers sit in the same chair, except their version of the problem doesn't make a $25 million headline. Earlier this year, three Los Angeles residents staged fake bear attacks on a Rolls-Royce, a Mercedes G63, and another Mercedes, filing about $142,000 in claims across multiple carriers. The case — nicknamed Operation Bear Claw — collapsed when a California Department of Fish and Wildlife biologist reviewed the footage and concluded the bear was clearly a guy in a suit.
The next wave looks nothing like that. It runs on a phone and a free app, and Verisk's 2026 study found:
- 99% of insurers have already seen manipulated documentation
- 36% of consumers say they'd consider digitally altering a claim image
- Admiral reported a 71% year-over-year jump in fraud driven by AI-edited evidence
The play is a lightweight verification layer for mid-market P&C carriers that scores submitted media at intake, before any payout decision. Verisk and Guidewire will eat the top of the market. The other 3,800 US carriers can't absorb an 18-month platform transformation just to answer one operational question. The buyer is the SIU leader, the person who gets burned when bad evidence sneaks through. Hybrid pricing at $2K to $12K per month plus per-scan, 60-day pilots at $7.5K to $20K, ten carriers gets you to $720K ARR, and a credible path to $3M to $10M before the category gets crowded.
Read the full playbook here:
AI-fabricated claim photos are hitting carrier queues at scale — and 99% of insurers say they've already seen manipulated evidence. The mid-market has a gap, and a focused intake layer can fill it.
From the Vault:
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Half of Gen Z shoppers wait two-plus days before buying. Standard cart abandonment flows treat that as a problem. It's actually an opening.
