● Beta — KubeEra is in active development. Profiles are live; AI-perception measurement is rolling out.

Verified-operator cohort

Someone should check the models' work. That's you.

A Ground Truthlayer — built on verified operators' field reports from real production — is in development. It's being built ahead of need, and operators are recruited first. The founding credential is verified, bylined, and weighted. Applying today puts you in the cohort — nothing is published yet, and we make no promise about when it will be.

What a verified operator attests to.

These certifications are load-bearing — they're what will make a field report defensible.

  1. I run the tools I report on in production — my own experience, not secondhand.
  2. My field reports don't breach an NDA or a product's terms.
  3. The opinions are my own; I'm liable for false statements of fact.
  4. I don't file a field report on a product I'm employed by or paid to promote.

What applying does — and doesn't — get you today

It registers your interest and starts verification of your production experience. It does notget you a live product, a byline today, or a timeline — the Ground Truth layer is still being built. When it's ready, founding operators are first in line, and the method is published before anything ships. 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 layer takes shape.

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How we measure ↗