AI-generated content dispute — quick-start

checklist

1. preserve the suspect content in its original form: download the file or screenshot the page with URL and timestamp visible.
2. hash the suspect artifact sha-256 before any analysis — do not transcribe, paraphrase, or re-save.
3. preserve any claimed 'original' provided by the subject — hash it too before comparison.
4. note the claimed authorship, creation date, and publication context for the suspect content.
5. check for AI generation metadata in the file: EXIF Content.Creator, Adobe C2PA manifest, or GenAI model version tags.
6. note stylistic signals: uniform sentence length, absence of idiosyncratic errors, topic coherence without domain depth.
7. if the dispute is about a specific text passage: look for the passage in major AI training data sources and known generated-text databases.
8. if the dispute is about an image: check for GenAI artifacts — unnatural backgrounds, limb anomalies, font inconsistencies in embedded text.
9. note the stakes: academic misconduct, copyright dispute, defamation claim, or fraud — each jurisdiction has different legal standards for AI-generated evidence.
10. begin the primary tool path below — AI content dispute analyzer and metadata extractor.

primary tools

1. 01ai generated text fingerprint analyzerlinguistic metrics · burstiness · repetition · ai likelihood score · export csv · runs locally
2. 02ai generated image provenance analyzerpng tEXt chunk inventory · sd metadata · stripped metadata flag · provenance csv · runs locally
3. 03ai generated image metadata stripper detectordetect removal or stripping of AI image generation metadata · missing metadata blocks, recompression, PNG chunk anomalies · runs locally
4. 04ai generated code provenance analyzeranalyze source code and identify possible AI-assisted generation provenance · boilerplate fingerprints, naming conventions, template reuse · runs locally
5. 05Stable Diffusion generation metadata extractorextract Stable Diffusion generation metadata and reconstruct image generation parameters · runs locally
6. 06comfyui workflow forensic analyzerparse comfyui workflow json from png metadata or exports · node graph · prompts · checkpoints · export csv · runs locally
7. 07automatic1111 artifact forensic extractorextract a1111 config · extensions · checkpoints · png parameters block · export csv · runs locally
8. 08gan fingerprint detectordrop an image · fft grid periodicity · color histogram anomalies · synthetic likelihood score 0–100 · runs locally

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