Evidence & methodology
Evidence before claims.
This page summarises the public benchmark context, a documented redistribution result, and the current external-evaluation status. It is designed to make the scope and limits of each statement visible—not to claim universal performance.
Documented benchmark scope
What the public figures cover
12,331
unique images
160,303
controlled transformations
61,655
negative controls
98.5%
UID recovery after manual WhatsApp transfer
Results reflect the documented benchmark version, dataset, configuration, and transformation set. They do not imply equivalent performance across all edits or deliberate removal attacks. Counts refer to documented internal benchmark runs and do not constitute independent external validation.
Redistribution result
98.5% UID recovery after manual WhatsApp transfer · 985/1,000
This is a UID-recovery result from the documented manual WhatsApp-transfer test. It is not a generic accuracy, authenticity, deepfake-detection, protection-rate, or all-transformations claim.
Test boundary
What it supports
Method and limits
How to read the results
Defined configuration
Negative controls and failure modes
Measured visual-quality results are configuration-specific and vary by image, embedding configuration, and output format. Publication of additional detail is limited to material that is safe to share publicly; private benchmark bundles and investor-only material are not linked here.
External evaluation
EIC Accelerator Step 1 passed
puit.is received a score of 3.00/4.00 and was invited to Stage 2 in July 2026. Evaluators judged all aspects of TRL 5 convincingly completed, with evidence supporting the claimed TRL 6.
The EIC Accelerator evaluation is ongoing; puit.is is not EIC-funded.
Need evidence for a specific workflow?
A scoped partner test can define the assets, transformation path, acceptance criteria, negative controls, and the evidence outputs appropriate to a real workflow.
Scope a partner test