How To Detect AI Images For Legal Evidence
Patrick Bushe · May 1, 2026
When an image may be used as evidence, in a lawsuit, an insurance claim, an employment dispute or a police report, the question "is it AI?" has to be answered in a way that holds up. A detector score from a website won't. This is general information, not legal advice; talk to a lawyer about your situation.
Preserve the original
- Get the original file, not a screenshot or a copy sent through a messaging app, which strips data.
- Don't edit or re-save it. Work on copies.
- Record a hash: a SHA-256 fingerprint of the file (from
certutil -hashfile file SHA256on Windows orshasum -a 256 fileon Mac) shows later that it hasn't changed. - Document where it came from, who handled it and when: the chain of custody.
Document what the file says
Record the metadata and any Content Credentials. Content Credentials Verify shows signed histories. In Chrome, AI Image Detector (made by Patrick Bushe, who runs this site) lists EXIF, IPTC, XMP and PNG fields, including AI tool names and camera details, without uploading the file. ExifTool produces a full, exportable report. Screenshot or export each result with the date.
Why detectors aren't proof
- Visual detectors give probabilities and have known error rates, including false positives on real photos.
- Results can change as models are updated.
- Metadata can be stripped, added or edited.
In the US, evidence must be authenticated (Federal Rule of Evidence 901 in federal courts), and the other side can challenge it. A score with no explanation is easy to attack.
Use a qualified expert
For anything contested, a digital forensics expert can examine the file's structure, compression history, device signatures and context, and testify about methods. Choose one with relevant experience and be prepared for the other side to have one too.
Context evidence
Other evidence often matters more: witnesses, other photos or video from the same time, device records and account data showing when the image was created and sent.
Related Answers
More guides on similar topics
AI Image Detection Tool For Journalists
Tools and a workflow for journalists checking if images are AI-generated: provenance, reverse search, InVID, detectors and reporting uncertainty.
ai image detector for content moderationAI Image Detector For Content Moderation
How moderation teams detect AI-generated images: provenance signals, detection APIs, risk-based policies, human review, appeals and the legal rules.
ai image detector for marketplace sellersAI Image Detector For Marketplace Sellers
Why marketplace sellers should check images for AI, how to vet supplier photos, platform rules on AI, and how to use AI images without misleading buyers.
how to detect ai images without uploadingHow To Detect AI Images Without Uploading
How to check an image for AI without uploading it anywhere: local metadata readers, ExifTool, visual checks and when an upload is unavoidable.
how to detect deepfake images in newsHow To Detect Deepfake Images In News
How to spot deepfake and AI images during breaking news: why fakes spread in the first hours, checks that work fast and how trusted outlets verify images.
how to detect edited ai photos onlineHow To Detect Edited AI Photos Online
Free online ways to check whether a photo was edited with AI tools: Content Credentials, metadata readers, reverse search, and forensic sites with caution.