← What We Do

From AI experiment to production software.

Prototypes are easy. What's hard is the version that runs every day against messy data, inside your permissions model, with someone accountable when it's wrong. That's the part we engineer.

HOW AN AI CAPABILITY REACHES PRODUCTION
1
Discovery
the business problem, not the model
2
AI opportunity mapping
where it pays, where it won't
3
Data & architecture
access, quality, boundaries
4
Prototype
2–3 weeks, one real workflow
5
Evaluation
the gate most projects skip
6
Production
permissions, cost, fallbacks
7
Monitoring & improvement
accuracy and cost over time

Document intelligence, end to end.

PDF / scan OCR Understand Classify Extract Validate Review ERP / system model reads the document human sees only exceptions
TYPICAL SCOPE

6–10 weeks to first production run

WHAT WE MEASURE

Extraction accuracy per field, not overall

FAILURE PLAN

Low confidence routes to a person, always

WHAT YOU KEEP

The pipeline, the evals and the prompts, in your repo

USE CASES WE HAVE BUILT OR SCOPED

Each one starts as a business complaint, not a technology choice.

Understand

Invoice & PO processing

Twelve supplier formats, one structured output, line items, totals and PO matches extracted straight into the ERP queue.

Assist

Internal knowledge answers

A grounded answer over policy documents and past tickets, with the source passage attached so it can be checked.

Act

Screening & scheduling agent

Screens applications against the role, proposes panel slots and routes anything uncertain to a recruiter.

Reason

Quote & margin review

Flags quotes drifting outside historical margin before they are approved, not after.

Act

Back-office workflow automation

Turns an email-driven approval chain into a tracked workflow with an audit trail.

Not sure yet

Two-week AI opportunity review

We map your workflows against the four verbs and tell you honestly where AI pays and where it doesn't.

Request a review →

Bring us the workflow that annoys you most.

We'll tell you whether AI is the right instrument, including when the honest answer is a better form and a database.