How to check insurance claim photos for AI edits and reused images

AI editing tools can add a dent, a crack or water damage to a photo in seconds, and old photos of real damage can be resubmitted for a new claim. Adjusters don't need to treat every photo as suspect. They do need a quick way to see what the file itself shows, and a better way to collect photos when it matters.

The three questions worth asking

1. Was this photo made or changed by an AI tool?
2. Was it taken when and where the claimant says?
3. Has this photo been used before?

The file can help with the first two. The third usually needs a reverse image search or your own claims history.

What the file can show

• Signed AI records. Some AI tools, including ChatGPT, attach signed Content Credentials saying the image is AI-generated. When the signature is valid, tied to the file and from a recognized signer, that is strong evidence an AI system made or processed the image.
• Camera metadata. Phone make and model, capture time and camera settings are consistent with a photo taken on that phone. They are a useful check against the reported date of loss. They are not proof, because software can write or change them.
• Signs of processing. Recompression, resizing and editing-software tags show the file was handled after capture.

What the file can't show

• Missing metadata is not a red flag by itself. Text messages, email and social apps often strip it. Many claim photos arrive that way.
• Processing is not editing. A photo forwarded through WhatsApp or Facebook will show re-encoding. That says the file was shared, not that the damage was changed. See why shared photos show processing.
• No AI label is not proof of no AI. Many tools don't sign their output, and the label is easy to strip. In those cases the honest answer is "unknown".

A simple triage for adjusters

1. Ask for the original file, not a screenshot. Screenshots throw away almost all of the evidence.
2. Check it. Look for signed AI records, camera metadata and the capture date compared with the date of loss.
3. If the answers are strong, move on. Most photos are routine.
4. If they are weak or unknown and the claim is large, request new photos through a link that records how they were captured, or schedule an inspection.
5. Keep the report with the file. If the claim goes to SIU or litigation, you'll want a record of what the file showed when you received it.

Getting better photos to begin with

The strongest fix is upstream. With a PIT secure request link, the claimant opens a link on their phone and uploads or takes the photo directly. The report notes how the photo arrived, and the link expires. That beats photos pulled out of a text thread, which have often lost the evidence you need.

How PIT reports on a claim photo

PIT gives four separate answers: Creation (how the evidence says it was made), Alteration / Processing, Origin, and Integrity (how strongly the evidence is tied to this exact file). Each answer lists its evidence and limits. It never gives a fraud score, and it never treats missing evidence as proof of anything.

FAQ

Can PIT tell me if damage was added with AI?

If the file carries a signed AI record, PIT reports that AI processing is established. It can't point to which area changed. If there is no such record, the answer is often "unknown".

Does PIT detect reused photos?

Not by itself. A reverse image search or your claims system is the right tool for reuse. PIT can show whether the file's capture date fits the reported loss.