// case comparison
AI content vs deepfake
counsel receives a disputed image or clip — 'is this AI-generated?' vs 'was this person's face swapped?' both need synthetic-media analysis, but AI content dispute covers text/code/model fingerprinting; deepfake investigation is PRNU, lip-sync, and audio splice on impersonation media. tool selection errors burn review time.
primary tools · side by side
ordered entry points from the case-type taxonomy. highlighted rows appear in both case types' editorial tool lists.
AI-generated content dispute
is this image / text / code AI-generated? content-provenance, model fingerprinting, prompt-history reconstruction.
- 01ai generated text fingerprint analyzerlinguistic metrics · burstiness · repetition · ai likelihood score · export csv · runs locally
- 02ai generated image provenance analyzerpng tEXt chunk inventory · sd metadata · stripped metadata flag · provenance csv · runs locally
- 03ai generated image metadata stripper detectordetect removal or stripping of AI image generation metadata · missing metadata blocks, recompression, PNG chunk anomalies · runs locally
- 04ai generated code provenance analyzeranalyze source code and identify possible AI-assisted generation provenance · boilerplate fingerprints, naming conventions, template reuse · runs locally
- 05Stable Diffusion generation metadata extractorextract Stable Diffusion generation metadata and reconstruct image generation parameters · runs locally
- 06comfyui workflow forensic analyzerparse comfyui workflow json from png metadata or exports · node graph · prompts · checkpoints · export csv · runs locally
- 07automatic1111 artifact forensic extractorextract a1111 config · extensions · checkpoints · png parameters block · export csv · runs locally
- 08gan fingerprint detectordrop an image · fft grid periodicity · color histogram anomalies · synthetic likelihood score 0–100 · runs locally
deepfake investigation (video / audio / image)
face-swap, voice-clone, identity-impersonation. PRNU + GAN fingerprint + ELA + lip-sync + audio splice.
- 01video deepfake analyzerdrop a short video · sample frames · blink rate · face boundary flicker · temporal inconsistency score · runs locally
- 02face swap artifact detectordrop an image · jawline color mismatch · compression boundary heuristics · face-region signal table · runs locally
- 03gan fingerprint detectordrop an image · fft grid periodicity · color histogram anomalies · synthetic likelihood score 0–100 · runs locally
- 04ai synthetic voice generation artifact analyzeranalyze synthetic voice generation artifacts and identify possible AI-generated speech characteristics · spectrogram consistency, prosody, splice boundaries · runs locally
- 05audio splice detectordrop audio · spectral flux discontinuities · candidate splice timestamps · timeline table · runs locally
- 06ela image tampering detectordrop a JPEG · error level analysis · detect localized re-compression · flag tampered regions · visualize ELA map · runs locally
- 07prnu fingerprinterjpeg png sensor noise · residual fingerprint · pearson correlation · heatmap viz · LIKELY DIFFERENT · CSV · runs locally
- 08copy-move forgery detectordrop an image · block-matching copy-move scan · suspicious region overlay · heuristic clone map · runs locally
editorial overlap
3 tools mapped to both case types in the editorial taxonomy — useful when the investigation spans both surfaces.
lean toward…
disambiguation signals derived from case-type descriptions and common practitioner confusion points.
lean toward AI content if you see…
- disputed text, code, or image with stable-diffusion, comfyui, or LLM output fingerprint — no face-swap boundary artifacts
- ai-generated-text-fingerprint-analyzer or model provenance metadata on artifact — not PRNU/lip-sync impersonation frame
- synthetic media dispute on generated artifact without identity-swap or audio-splice evidence
lean toward deepfake if you see…
- face-swap boundary artifacts or lip-sync mismatch on video impersonation clip
- audio splice points or PRNU mismatch on disputed video/audio impersonation media
- video-deepfake-analyzer or GAN fingerprint on identity-swap clip — not stable-diffusion/comfyui generation metadata alone