Evaluation and benchmarking
Blind-scored test sets and repeat runs, so you know how a model performs before it ships and after every change.
03 / Enterprise AI
Models you own.
Some work can’t go to a public AI service: private data, regulated decisions, languages general models handle badly. We deploy and train models that run in your environment.
What we build
Where we usually start.
Private and on-premise deployment
Open-weight models served on your hardware or private cloud, sized to your call and document volume.
Learn moreModel training and fine-tuning
Models adapted to your task, documents and language, trained on curated examples from your own work.
Learn moreSpeech for non-English languages
Speech recognition and voice for languages general models handle badly, trained further on your own calls.
Learn moreHow we measure it
A baseline before, the same numbers after.
Every model is evaluated against a baseline before it ships. Later changes are scored on the same test set, so you’re comparing like with like.
- 01Accuracy on your test set
- 02Consistency across repeat runs
- 03Latency
- 04Cost per request
How it runs
Four steps, the same on every project.
- 01
Map the work
We sit with the people who do the work today and map the process as it actually runs.
- 02
Measure the baseline
Time, errors and cost for the task as it is now, written down before we build anything.
- 03
Build in small releases
Working software early, reviewed with you as it develops.
- 04
Report the same numbers
After launch we measure the same things again, so the result is a number, not an opinion.
From the blog
Guides on this.
Security and compliance · 7 Aug 2026 · 6 min read
My Supabase RLS Policy Is Not Working
A debugging order for Supabase row-level security when policies seem ignored or block everything, including the service-role trap and the tests that prove it.
Security and compliance · 6 Aug 2026 · 6 min read
Someone Found My API Key. What Do I Do Right Now?
A calm, ordered playbook for the hour after you discover an API key leaked: rotate the right things first, read the logs, and purge the key from history.
Security and compliance · 4 Aug 2026 · 8 min read
My App Works for Me but Not for Other Users
A diagnostic guide for the app that works perfectly on your account and breaks for every other user, including the security problems hiding behind the symptom.
Related
Also worth a look.
Questions
What buyers usually ask.
That depends on what you need. Models can run on your own infrastructure or a private cloud, so data never leaves your environment. Where a hosted model fits better, we tell you exactly what it sees.