A scoped use case, not a strategy deck
We pick the one workflow where the volume is high and the errors are visible, and prove it there before touching anything else.
AI where it pays for itself
Language models are excellent at reading messy documents and terrible at being trusted without measurement. We ship the measurement with the feature.
- extraction accuracy achieved
- 97% extraction accuracy achieved
- manual data entry
- -89% manual data entry
- evaluated pipelines live
- 3 evaluated pipelines live
What you get
Evaluation before rollout
A labelled reference set and a scored run on every change. If accuracy drops, you know before your customers do.
A human in the loop by design
Extracted fields show their source. Review is one click, correction is one click, and every correction improves the reference set.
Cost you can predict
Token budgets per document type, caching where the input repeats, and a monthly ceiling agreed before launch.
Common questions
To the model provider you approve, under their enterprise terms, or to a model we host for you when the data cannot leave the country. We put this in writing before the first request is made.
It will be, sometimes. That is why nothing ships without a review step and a measured accuracy number for the specific documents you handle.
Usually yes — as a service alongside it rather than a rewrite. The integration point is normally a queue and a review screen.
Related work
Healthcare2025
Shifo Clinics
Patient records that survive an inspection
Visit history, prescriptions and billing live in one record with a full audit trail.
- branches migrated
- 3 branches migrated
- records lost in migration
- 0 records lost in migration
Fintech2025
Kredo Finance
Loan applications read themselves
Document intake dropped from twenty minutes to under two.
- manual data entry
- -89% manual data entry
- field extraction accuracy
- 97% field extraction accuracy
Other services
Contact
Tell us what is not working.
A short description of the problem is enough to start. We reply within one working day, and the first conversation is free.