The five photo fraud patterns I see most
Recycled images, cross-site staging, partial-completion framing, scraped listings, and AI-generated progress. Field notes from reviewing thousands of draw submissions.
After reviewing a lot of borrower-submitted media — across construction draws, rehab projects, and bridge collateral — the failures cluster. Five patterns account for the overwhelming majority of what I see. None of them require a sophisticated attacker. All of them defeat a manual review.
1. Recycled images
The same photo, sometimes lightly cropped or re-saved, submitted for a later draw on the same property. Perceptual hashing against the loan's own image history catches this in milliseconds. Manual review catches it almost never.
2. Cross-site staging
A photo taken at a different property — often a similar floor plan in the same metro — submitted for the property of record. GPS at capture, cross-referenced against the parcel polygon, is the cheapest defense. Stripped EXIF is the tell that the borrower knows the check is not happening.
3. Partial-completion framing
Work is real but localized. The borrower frames the one finished corner of the slab, the one painted wall, the one installed window. Progress percentage drifts ahead of reality. Detection here is about coverage: requiring multiple angles, fixed reference points, and progress comparison across draws.
4. Scraped listings
Photos pulled from a listing site, a contractor portfolio, or a public news article and submitted as progress evidence. Reverse-image search against public web corpora is a hard requirement at this point; lenders that do not run it will keep paying for it.
5. AI-generated progress
The newest pattern and the fastest-growing. A model produces a photo-realistic image of a construction stage that does not exist. Classifier-based detection helps; provenance — capturing the image on a controlled surface that signs the frame at capture — is the only durable defense.
“Every one of these patterns is solved technology. The reason they still work is that most lenders do not have the controls running.”
If you are a reporter writing about photo fraud in lending, or an operator who wants to compare notes on patterns you are seeing, I am on record.
I am available for trade-press interviews, podcasts, panels, and expert quotes on this topic. Reach me through the press kit.