An evaluation firm that works like an engineering firm.
We build automated review systems, so you know your tasks and outputs meet the bar without an army of manual reviewers.
Sheharyar Akhtar
Leads every engagement
Two years building automated review for frontier AI lab training programs. Trained as a mechanical engineer at GIKI: define the tolerance, measure against it, don't ship what fails.
- Auto-reviewers that scored 1,000+ annotators across 17 languages
- Review turnaround cut by roughly 10x
- Prompt and reviewer updates deployed to 20+ concurrent projects
- Before AI: Bayesian experimentation in production at Afiniti
Six rules behind everything we build.
Define the tolerance first
Nothing is scored until "good" is written down.
Code first, models second
If code can decide it, code decides it.
Prove it by running it
Reading well isn't the same as working.
Measure against your experts
Agreement is reported per dimension, and monitored.
Explain every failure
Every flag names the criterion and what to change.
Your standard, not ours
Rubrics come from your guidelines and change with them.
The nameAgents that each apply one rubric. One dimension, one threshold per agent. The name is the method.
Send us 20 tasks. We'll show you which ones are broken, and why.
A free 20-task pilot. Book a 20-minute call to start.