Custom models trained for critical decisions.

We train our own models, each on the documents one line of work runs on, then run them for you. You pay for inference.

One decision, made well.

A model learns one call your team makes again and again, from the thousands of times they already made it. Then it makes that call in seconds, and hands the unclear ones to a person.

Asked today
Does this patient’s plan cover a crown this year?Yes
Will this claim be paid as sent?No
Does this product need a new lab test?Yes
Is this time sheet ready for payroll?Ask a person

Our models.

One is ready to use, three are in training and four are planned. Each reads one line of work.

Commerce and home goods

Vulcan 2.5

Turns lab reports, spec sheets and vendor packets into a product record, every value tied to its page.

AvailableLulu & Georgia
01 Files02 Pages03 Model04 ValuesPage behind value05 RecordBlank stays blank06 ReviewPerson decidesSupplier records · Vulcan 2.5
Dental revenue cycle

Altadena 1.5

Fills the benefits breakdown, about 290 boxes, and leaves blank whatever the payer didn’t say.

In trainingHorizon Dental Care
01 Evidence02 Context03 ModelIn training04 Answer headsBlank allowed05 Breakdown~290 boxes06 ReviewDental breakdowns · Altadena 1.5
Dental revenue cycle

Pasadena 1.0

Settles whether each patient on the schedule is covered, straight from the payer portals.

In trainingHorizon Dental Care
01 Record02 Identity03 ModelIn training04 PortalsRetry on a miss05 StatusEligible, expired, not found06 Front deskNext step if not foundEligibility · Pasadena 1.0
Accounting and payroll

Blob 2.0

Reads hours from time sheets, timecards and emails into a pay line for each worker.

In trainingLazar & Company
01 Inbox02 Hours03 ModelIn training04 Pay lines05 QuestionsMissing punch06 ReviewPerson decidesPayroll drafts · Blob 2.0
Real estate

Ridge 1.0

Hands the asset manager every date in the rent rolls and leases, with the page it came from.

PlannedAmoroso Companies
01 Rent roll02 Leases03 ModelNot trained yet04 Dates05 Source pagesWith each date06 ReviewAsset managerLease dates · Ridge 1.0
Wealth management

Arroyo 1.0

Builds the advisor a report with every figure linked to its custodian statement.

Planned
01 Statements02 Figures03 ModelNot trained yet04 Traced05 ReportDraft report06 ApprovalAdvisor approvesStatement figures · Arroyo 1.0
Legal services

Phantom 1.0

Drafts from a case’s intake notes and orders. Nothing is advice until an attorney signs it.

Planned
01 Intake02 Case file03 ModelPlanned04 MatterDates kept05 Draft06 AttorneyReview and signCase files · Phantom 1.0
Live events

Svengali 1.0

Reads an event’s contracts and expenses into holds to confirm and settlements to check.

PlannedYourShot USA
01 Inquiry02 Terms03 ModelPlanned04 HoldConfirm hold05 Crew06 SettlementCheck settlementBookings · Svengali 1.0

Better at less.

A general model answers questions on everything from lab reports to poems. Ours learn one line of work.

93.0%

Altadena 1.5

Of the boxes right, on ten breakdown sheets it had never seen. Still in training.

70.9%

OpenAI’s GPT-6 Luna

On the same ten sheets. We published the test.

Why we train our own.

  1. 01

    More accurate.

    Trained on the documents one line of work runs on, not on everything at once. 93.0% to GPT-6 Luna’s 70.9% on our breakdown test.

  2. 02

    Cheaper.

    A small model built for one job costs a fraction of a frontier model to run, and you pay only for what it answers.

  3. 03

    Sovereign.

    Open-source weights, hosted by us, not a frontier lab. Your records train your model and no one else’s.

  4. 04

    Same answer, every run.

    Same document, same version, same answer. Every write records the model behind it, so any reading can be traced and repeated.

How we build it.

  1. Sign

    We agree on the decision, and sign an MSA, a DPA and, for health data, a BAA.

  2. Train

    We fine-tune an open-source model on your past decisions and the records behind them.

  3. Measure

    We test it on cases it has never seen, next to your team, before it makes a single call.

  4. Run

    We host it, watch it and retrain it as your business changes. You pay for what it answers.

Tell us the decision.