Get in touch
We're scoping a small number of pilot engagements through the second half of 2026. Methodology questions and collaboration inquiries also welcome.
When inquiring about a pilot, a one-paragraph description of your generation pipeline and weekly asset volume is the fastest way to a useful first reply.
Who we're talking to right now
Production studios & agencies
Running AI generation in volume and need consistent, documentable QC. Structured pilots with a defined scope and asset floor — enough to produce meaningful benchmark data.
Print-on-demand operators
DTG / DTF pipelines with AI-assisted design steps. Pilots focus on the two highest-leverage checks: catching bad inputs before generation, and flagging edge artifacts that show up in print.
Brands & compliance teams
Brand-palette and talent-likeness verification on AI-generated content. Per-client configuration with versioned scorecards.
Marketplaces & platforms
Bulk evaluation of generated content. API-style engagements (in design) once Phase 1 ships.
Build status
- Phase 1Technical Delivery Compliance — in active build.
- Phase 1bIdentity Consistency Spike (InsightFace) — scheduled alongside Phase 1.
- NextFirst public benchmarks — methodology + initial results published before exhaustive coverage.
See the methodology for the full dimension breakdown and gating sequence.