AI-native services · built for the desk that runs it

The document work, handled — so your people can do the human part well.

Every office has a pile of repetitive document processing that takes someone away from the work that needs a human. We run that pile — the mechanical majority, intake to exception-surfaced. The judgment calls stay where they belong: with your people, who resolve what the machine surfaces with the full file in front of them.

Honest where it counts: no synthetic demo, no "90% automation." We measure on your real documents, at your quality bar — or we don't claim it.
Human on every judgment call Measured, not marketed Priced on the outcome Your data, under your control
Who this is for

For the person whose desk the paperwork already lives on.

We built this for the people who own the manual part of a document-heavy process — and carry the risk when a file is wrong, late, or misses something. You keep the judgment and the relationships. The repetitive processing is handled.

We enter through the workflow where a misread costs the most — financial documents & claims — because that's where the risk and the value live. The same machine moves to the next file type when you trust it. We market one door; we bring the machine that door needs.
Show, don't tell

What a file looks like when it comes back.

Not a screenshot of a tool, and not a promise. This is the actual output of our pipeline — run on a synthetic sample, measured against known ground truth, labeled exactly as it is. Same shape, on your documents, is what the workflow audit produces.

A business-onboarding file, mid-operation
Our pipeline on synthetic docs — not real customer data, not a production result

What went in — 5 documents

Articles of incorporation Driver's license Bank statement Tax return W-9

Extracted, measured against ground truth

Field-extraction accuracy93.3% (15/16) ✓ TIN ↔ EIN cross-checkmatched ✓ Entity name across docsconsistent ✓ Signatory ↔ licensematched ✓ Address across docsconsistent ✓
Exception surfaced to a human

Bank statement flagged two anomalies: a wire from an unknown party and a cash deposit. Not caught by single-document OCR — caught because the whole dossier was reconciled. Surfaced to your reviewer, with the evidence attached.

Your reviewer decides — on the record

2 of 5 documents routed to judgment. Your reviewer resolves each exception with the full file in front of them — documented, explained, cleared. File decision-ready on your side.

● Measured on this 5-doc sample automation % is real for THIS sample, not a projection. A production number needs a labeled eval on your documents.

This is the part most tools quietly skip: catching the mismatch across the whole dossier — and a human resolving it, not a system auto-decide. Same machine, your documents, is what the workflow audit measures for you.

The method

The mechanical majority is the machine's. The judgment is a person's.

Seven stages, portable across the document workflows an office runs. For each, we can tell you exactly how much is automated at your quality bar — that's the honest report you pay for.

01
Machine

Ingest

Email, PDF, scan, portal export — every format normalized into one intake stream, nothing hand-filed.

02
Machine

Classify & route

Each document sorted by type to the right queue, before a person ever sees it.

03
Machine

Extract

Fields pulled against your schema, with confidence rather than volume.

04
Machine

Reconcile across the dossier

Identity and amounts checked across the whole file — the risky part single-document tools miss.

05
Machine

Surface the exceptions

Mismatches, adverse signals, missing proof — raised only when genuinely earned, never invented.

a person takes over here
06
Human — yours

Judgment on the tail

Your reviewer — the person on your team who owns the outcome — resolves the exceptions with the full file in front of them. Not a rubber stamp; a considered call.

07
Human — yours

Decision-ready, with a report

A complete file plus an honest record of what automated, what your reviewer decided, and why — ready for your sign-off, not ours.

The human promise

Automation should make people more valuable — never less.

We don't sell replacement, and we don't sell a black box. Most people take a job for the judgment, the relationships, the work that matters — and then spend their days buried in the menial pile that comes before it. We take that pile off the desk, so the human part — the part that made you take the job — has room to exist again. Your people keep the decisions; that's the point of the work.

Claim your cloud — take back the processing, keep the judgment.

Your people, amplified

Your team keeps the calls that matter — and stops being buried in the volume that precedes them.

Accountable, not anonymous

Every file carries a human review and a reasoning trail your compliance team can follow.

Judgment where it's load-bearing

Regulatory, exception, and adverse decisions are the human spine of the model — never an afterthought.

The choice, plainly

You can pay for a recommendation and still do the work. Or you can pay for the outcome the recommendation describes.

The advisory path

  • A strategy deck billed at consulting rates
  • You staff and run the automation yourself
  • Extraction sold as the whole answer
  • Cross-document risk left for you to discover
  • Fees regardless of measured improvement

The operated path — ours

  • A paid pilot on your actual documents
  • We run the machine; you keep the outcome
  • Measured leverage, honestly reported
  • The risky exceptions surfaced and resolved by your reviewer, not auto-decided
  • A success premium tied to the measured result
Questions people actually ask

The honest answers, up front.

Yes — your human, on the calls that matter. The machine does the volume — intake, extraction, cross-document checking, surfacing what doesn't line up. Every exception, anything regulatory, anything ambiguous goes to your reviewer — the person on your team who owns the outcome — with the full file in front of them. We don't adjudicate your cases; we make sure the ones that need a human reach one, fast.
No — and that's the whole point of the model. We take the repetitive processing off their desks. Your people keep the exceptions, the client relationships, and the judgment — the work that actually needs a human. The outcome-priced model only makes sense if your operation gets better, not smaller.
Your documents stay under your control. We process them on your terms under a written engagement — we don't use your data to train models, and access is scoped to the people working your file. We'll walk your security and compliance team through the exact posture before anything touches production.
Just a real sample of your intake. For the workflow audit we need a handful of your actual documents — enough to see the range. We measure what automates cleanly at your quality bar, what needs a human, and where the risky gaps are. That becomes the plan, and it's yours whether or not you proceed.
On the outcome, not the hour. A base for the operation plus a success premium tied to a measured improvement we agree on up front. If the measured result misses the target, the premium doesn't trigger. Risk sits with us, which is how we're different from hourly consultants.
A tool you must buy, staff, and run. A consultant who hands you a deck and leaves. We do neither — we operate the mechanical work end to end and hand back files that are complete, reconciled, and exception-surfaced. The calls that need judgment go to your reviewer, not to a black box and not to us. You buy the work done, priced on the result, not the software or the advice.
A workflow audit on your documents — a working session, not a sales call. Bring a real dossier. We return an honest, measured read: what automates, what needs a human, and where the risk lives. No deck before a yes. You decide from the number.
"What would our document workflow actually automate — at our quality bar?"


Start the workflow audit →
Bring a real dossier We measure, we don't pitch You decide on the number
Working together, plainly. The workflow audit starts from a sample of your own documents under a simple mutual understanding — no synthetic demo, no training on your data without consent, no obligation beyond the session. Outcomes-priced engagements carry a written agreement naming the measured target; if we miss it, the success premium doesn't trigger.