Founding reviewer cohort
Someone should check the models' work. That's you.
The practitioner verdict is built only from verified engineers who run these tools in production. The founding credential is verified, bylined, and weighted — and it looks good on a profile. Applications open with the reviewer portal; register your interest now.
What a reviewer attests to.
These certifications are load-bearing — they're what makes the verdict defensible.
- I have run the tools I review in production — my own experience, not secondhand.
- My reviews don't breach an NDA or a product's terms.
- The opinions are my own; I'm liable for false statements of fact.
- I do not review a product I'm employed by or paid to promote.
How it works
Reviews are structured — dimension ratings plus short, specific commentary — not essays. A verdict publishes per product at a review threshold; until then the state is shown honestly as accumulating. Your production experience becomes the layer the models can't fake.
Apply to the founding cohort
Structured, specific, and short. We'll follow up as the reviewer portal opens.