Intelligence for the Kubernetes era
The AI answer engines are telling your buyers what to deploy. This is what they're saying.
KubeEra will measure how frontier models describe cloud-native tools — rigorously, over time, with evidence-based recoursewhen they're wrong. Today: honest, engineer-to-engineer profiles of the ecosystem.
Two sides of the same measurement
Built for the people the answers affect.
For vendors
See exactly how the models see you.
Your buyers ask AI before they ask you. We're building private, longitudinal monitoring of how frontier models describe your product versus your competitors — on the questions platform engineers actually ask.
- —Private perception history — measured, never published
- —Answer-changed vs model-changed, separated — no false alarms
- —Evidence-based recourse when the models get you wrong
For operators
Someone should check the models' work.
AI is telling your peers what to deploy — trained on marketing, not production. A Ground Truth layer — built by verified engineers who run these tools for real — is in development. That's you.
- —Honest tool profiles — including who should not use each one
- —The founding verified-operator credential — verified, bylined, distributed
- —Your production experience, on the record and weighted
Perception is measured, not judged. Money never moves a position — measurement is reported, never sold. Vendors can contest with evidence — a lab test, a documented response — and the evidence is shown at equal prominence. That's the whole deal.
The cloud-native landscape
What we track, by category.
The tools we profile across the ecosystem today. AI-perception measurement — how the models describe each category — is rolling out and will layer on top of this.
Counts are tools indexed across cloud-native and modern infrastructure · perception indices (how visible each category is to frontier models) publish once the measurement panel is live.
Ground Truth — in development
A Ground Truth layer is being built.
AI perception is what we measure today. A Ground Truth layer — built on verified operators' field reports from real production — is in development, and we're recruiting the operators ahead of it. No timeline, no promises: we assemble the people first.
Recruiting now. Verified, bylined, and weighted — your production experience becomes the layer the models can't fake.
Become a verified operator →kubernetes.tv
The people behind the tools, on the record.
How graduated CNCF projects think about multi-tenancy
Day-2 operations at fleet scale — what nobody documents
GPU scheduling in production — a panel of verified operators
The weekly signal