One month, fixed fee.
We embed, learn your business, calibrate the judge on your historical data, and hand you the numbers. That alone usually reorders the roadmap. Month one tells you whether this is working.
Judgment as a service
The judgment layer for AI-delivered work.
Your AI does the work.
Ours judges it.
For companies delivering AI-plus-human work at scale: we scoreevery outcome against your bar, price every miss, and tell you what to fix first.
The Work
Everyone gaveAI the work.
- 01Support cases.
- 02Documents.
- 03Claims
- 04Images
- 05Transcripts.
- 06Entire workflows.
The Judgment
Nobody gave itthe judgment.
Not the job
Your CSAT scores the feeling.
Not the job
Your evals score the model.
Not the job
Your QA team reads 3% by hand.
Execution got cheap.Judgment is the bottleneck.We productize it.
- We're the partners we wish we'd had
- Velocity over vanity
- Impact over optics
The Haystack
It's not a thousand needles.
It's usually three clumps.
When AI-delivered work goes wrong at scale, it feels unfixable: a needle in a haystack, multiplied by everything you ship. Eval tools make it worse. They score each output on its own and hand you a longer list of needles, so teams triage by anecdote, fix the loudest complaint, and nothing moves. Every outcome you shipped, scored.
- wrong resolution: $412K
- missed standard: $188K
- slow handoff: $61K
The System
One judge. Everything compounds from it.
The first honest number usually hurts.
01 — Measure
The Judge
Calibrate to your bar. Run on everything.
Built from your own production exhaust, corrections, accepts, rejects, rework. Nobody labels anything. It scores all of your work, not a sample.
- kill the retry loop in intakeUrgent$204K/yr
- recalibrate tone-of-voice modelNext$118K/yr
- tighten handoff SLANext$66K/yr
- expand golden-set coverageLater$24K/yr
02 — Prioritize
The Prescription
Judgment becomes your roadmap.
Every month: what to fix, ranked by cost, re-measured next cycle. No person in your company can hold this view. It reorders roadmaps the first time it's read.
every outcome
ships
Back, with instructions
to a human
03 — Orchestrate
The Gate
The judge moves inline and works for a living.
Passes ship. Clear fails go back with instructions. The ambiguous middle goes to a human. And because the judge knows what's hard, it becomes your router.
04 — The Build
The Build
Our team becomes an extension of yours.
Need extra hands? Founder-level operators plus AI, deployed into your team.
Who it's for
Do you checkall four boxes?
You deliver AI-plus-human work at scale: thousands of outcomes a month.
Humans review, correct, or finish that work.
Somebody outside the building enforces the quality bar.
Your failures have a price, and you could name it if pressed.
Four for four?
Talk to us.
We tend to fit teams shipping work in categories like these:
- claims
- legal
- data labeling
- localization
- transcription
- outsourced operations
- document extraction
- visual content
For the CEO and the board
For product and operations leaders
For the delivery team
In Practice
AI-plus-human task platform
Retention is sliding and nobody can say why.
Everyone has a theory; nobody has a number. The judge scores every completed task against the customer's actual bar and finds the failure classes driving the cancellations.
Visual content at brand standard
Every client catch burns trust.
QA and, worse, the client are the last line of defense. The judge learns the standard, scores every asset before it ships, and sends fails back with the reason attached.
Document data extraction
Humans verify every field. They don't have to.
invoice_2481.pdf4 fields
invoice_noINV-2481auto
amount_due$12,480.00auto
vendor_tax_idunreadablereview
due_date2026-03-14auto
1 doubtful field → routed to a human. Hard docs → the expensive model.
The judge knows which fields the machine gets right, gates only the doubtful ones to a person, and routes hard documents to the expensive model.
In Practice
AI-plus-human task platform
Retention is sliding and nobody can say why.
Everyone has a theory; nobody has a number. The judge scores every completed task against the customer's actual bar and finds the failure classes driving the cancellations.
Visual content at brand standard
Every client catch burns trust.
QA and, worse, the client are the last line of defense. The judge learns the standard, scores every asset before it ships, and sends fails back with the reason attached.
Document data extraction
Humans verify every field. They don't have to.
invoice_2481.pdf4 fields
invoice_noINV-2481auto
amount_due$12,480.00auto
vendor_tax_idunreadablereview
due_date2026-03-14auto
1 doubtful field → routed to a human. Hard docs → the expensive model.
The judge knows which fields the machine gets right, gates only the doubtful ones to a person, and routes hard documents to the expensive model.
How we work
Setup once.Then it compounds.
Monthly. It sharpens every cycle.
We embed, learn your business, calibrate the judge on your historical data, and hand you the numbers. That alone usually reorders the roadmap. Month one tells you whether this is working.
Build it. Gate it. Route it.
When the prescription calls for a build, we build it. When you’re ready for the judge to gate and route production, it moves inline, priced per outcome, so we make money when the work does.
We will not
Ready? Book a call.
Book a call