Research

Document methods before headlines

AI Watermark Center publishes independent notes on methods, observations, limitations, sources, and verification dates. Studies are listed as collecting, dataset pending, complete, or retested. No fabricated sample counts.

Provider research

Source synthesis for Claude, OpenAI, Gemini, and Adobe Firefly lives in the database. That work is documentation research, not an experiment.

Reference

AI Watermark Database

Multi-provider records with claim status, evidence, and inspection support stored separately.

Methods

Methodology

Evidence authority, claim polarity, unknown handling, and corrections.

Dataset pending

Active studies

Completed studies

None completed yet.

Broader programme

Theme

Hidden Unicode testing

Document which non-printing characters appear in copied model output, how they survive common editors, and how they can be listed without guessing a model’s identity from their presence.

Theme

Metadata comparisons

Compare what metadata is present after typical export paths, and record what is stripped by screenshots, social uploads, and privacy cleaners.

Theme

C2PA preservation tests

Record whether Content Credentials survive specific export, convert, and re-save operations, with files, software versions, and dates.

Theme

Image export experiments

Log how compression, cropping, and format conversion affect inspectable credentials and metadata. Results will be published only with method notes.

Theme

Provider watermark status research

Collect official documentation first, then attempt independent inspection. Statuses stay unpublished until they have a verification level.