fatcousin
// case type

AI-generated content dispute

is this image / text / code AI-generated? content-provenance, model fingerprinting, prompt-history reconstruction.

tools
14
priority
M
processing
local · in browser

start here · primary tools

ordered. work top-down. the first tool is the suggested entry point for this case type.

  1. ai generated text fingerprint analyzerlinguistic metrics · burstiness · repetition · ai likelihood score · export csv · runs locally
  2. ai generated image provenance analyzerpng tEXt chunk inventory · sd metadata · stripped metadata flag · provenance csv · runs locally
  3. ai generated image metadata stripper detectordetect removal or stripping of AI image generation metadata · missing metadata blocks, recompression, PNG chunk anomalies · runs locally
  4. ai generated code provenance analyzeranalyze source code and identify possible AI-assisted generation provenance · boilerplate fingerprints, naming conventions, template reuse · runs locally
  5. Stable Diffusion generation metadata extractorextract Stable Diffusion generation metadata and reconstruct image generation parameters · runs locally
  6. comfyui workflow forensic analyzerparse comfyui workflow json from png metadata or exports · node graph · prompts · checkpoints · export csv · runs locally
  7. automatic1111 artifact forensic extractorextract a1111 config · extensions · checkpoints · png parameters block · export csv · runs locally
  8. gan fingerprint detectordrop an image · fft grid periodicity · color histogram anomalies · synthetic likelihood score 0–100 · runs locally

also useful · secondary tools

supporting and follow-up tools. surface as the investigation widens.

  1. ChatGPT conversation export forensic analyzerparse ChatGPT exports, conversation JSON, uploaded file references, and account metadata · reconstruct AI conversation timelines, deleted thread evidence, uploaded file usage, and prompt evolution · runs locally
  2. Claude conversation export forensic analyzerparse Claude exports and reconstruct prompt history, project usage, and AI interaction timelines · runs locally
  3. ai prompt history forensic analyzernormalize chatgpt · claude · gemini exports and logs · prompt timeline · model usage · export csv · runs locally
  4. ai conversation timeline reconstructormerge AI conversations from multiple platforms into a unified interaction timeline · ChatGPT, Claude, Gemini, Copilot · normalize timestamps and accounts · runs locally
  5. ai output manipulation and editing detectordetect post-generation editing and manipulation of AI-generated text or images · metadata inconsistencies, style shifts, recompression, edit boundaries · runs locally
  6. case report generatorfill in case number · examiner · dates · findings · drop evidence files for auto hash · generates structured forensic report PDF · runs locally
// case-kit pipeline

run as a stack

skip the click-through. these presets are curated forensic pipelines you can save as a stack with one click and run on your evidence locally.

  • AI content — provenance kit

    6 steps

    drop disputed text + images → AI text fingerprint → image provenance → metadata scrubbing → pixel stego → report

    1. 01evidence-manifest-generatorhash every disputed artifact before analysis
    2. 02ai-generated-text-fingerprint-analyzerstatistical and structural hints of LLM-generated prose
    3. 03ai-generated-image-provenance-analyzergenerator / model fingerprint hints from image artifacts
    4. 04metadata-scrubbing-detectordetect deliberate EXIF/XMP stripping — common when hiding AI origin
    5. 05image-stego-detectorpixel-level stego analysis on any images in the dispute set
    6. 06case-report-generatordraft a report summarizing authenticity signals for mediation or litigation
// pattern-matched

related tools

tools that the manifest-classifier flagged as plausibly useful here but that aren't in the hand-curated lists above. less editorial weight — scan, don't work top-down.

ready