AnswerLoop organizes intelligence for Legal AI.

Participate. Label. Train with your legal expertise.

Review complex legal work and turn your judgment into structured feedback. Every contribution helps train FinePrint LM, the Legal AI model.

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Lawyers · Legal Professionals · Legal Academics · Other Legal Professionals

The AnswerLoop cycle A Work Request goes to FinePrint LM for the first pass. What it cannot finish goes to an approved legal professional, who agrees, modifies or reworks it. The answer is released into FinePrint LM. 01 A Work Request 02 FinePrint LM takes the first pass 03 You agree, modify or rework it 04 Released into the model
One Work Request, from the first pass to the release.

How it works

Three steps, and you are in the loop.

  1. Request an invite

    Join a global network of legal professionals shaping the future of Legal AI.

  2. Participate with your legal knowledge

    • Label legal knowledge
    • Review AI-generated legal work
    • Provide expert feedback
    • Turn your legal expertise into measurable business value
  3. Get paid for your expertise

    Earn compensation for every review and contribution.

Open Work Requests

Every request states its ask.

Review, Redline, Create, Suggest or Other. The rate is on the card.

See all
Other

Set out the exemption position for a round announced before closing (Illinois)

$750

A notice filing states which exemption the company claims, and the facts in this record do not support the one I was asked to file under. Rescission rights, four state notices and the manager's public statements are decisions with liability attached, so I have set out the position and filed nothing.

Compliance & riskIL24h
9 answered this month
Suggest

Suggest whether to file a provisional after a public demonstration (Washington)

$60

The grace period is a United States rule and most other jurisdictions apply absolute novelty, so the March demonstration may already have decided the foreign position. A named inventor is subject to a university policy that may claim the invention, and ownership is not something I should assume in order to file.

IP & brandWA24h
96 answered this month
Suggest

Suggest how to issue option grants priced on an expired valuation (Texas)

$500

The valuation is fourteen months old and a financing closed after it at more than five times the stated value, so the presumption it rests on is not available. The consequence of getting this wrong lands on eleven grantees, three of them officers, which puts the decision outside what I should settle.

CorporateTX24h
96 answered this month
Suggest

Suggest whether to serve non-renewal on a disputed warehouse agreement (Colorado)

$350

The parties disagree about the date the term runs from, and there is a live notice of breach that changes what a non-renewal notice does. A matter with a dispute already on foot goes to a lawyer every time, and the window closes inside this turnaround.

CommercialCO24h
96 answered this month

What it is

The lawyer answers once. The model answers forever.

Law is local. It changes. Most of it was never written down as a rule a model could learn. A bigger model does not fix that. Somebody has to answer the question the first time.

When FinePrint meets a question it has not seen, it stops. The question goes to an approved legal professional, who is paid for the answer. The answer clears the matter and goes into FinePrint LM. The next company to ask does not need a lawyer.

Every question is answered once by a lawyer and forever by the model.

What it is not

  • Not a chatbot with a lawyer button. The lawyer sits inside the work.
  • Not a marketplace. Nobody shops for a reviewer and nobody bids.
  • Not a directory. The network is approved, conflict-checked and governed.

One question, end to end.

Six steps between a question FinePrint has not seen and one it never asks again. Drawn on an example hire: an engineer in Colorado with a non-compete.

A question We’re hiring in Colorado. She has a non-compete. FinePrint runs it /hire-employee Employment & HR Specialist Seen before? YES The agents run it Runs end to end with your approval On your record Done. Filed. Sampled. Reviewers score samples of the output. NO · NEW A reviewer answers it J. Alvarez answers it employment · Colorado Paid by FinePrint, weekly. FinePrint LM learns it Tested, versioned, released into the model. NEXT TIME · SEEN BEFORE
The gate is FinePrint LM checking the question against what it has learned.
  1. Gate. FinePrint LM checks the question against what it has learned.
  2. Route. The question goes to a reviewer in the right state and practice area.
  3. Verify. Every reviewer is an approved legal professional in good standing.
  4. Answer. You agree, modify or rework it, and name the governing reason.
  5. Pay. The request sets the rate before you accept. FinePrint pays weekly.
  6. Release. The answer is tested, versioned and released into FinePrint LM.

FinePrint uses FinePrint LM—the Legal LM for verified legal answers. FinePrint LM is trained through AnswerLoop, exclusively by legal professionals. Every reviewed edge case makes the next answer better.

FinePrintOS.com

For lawyers

Answer the questions. Get paid. Teach the model.

FinePrint decides who reviews the work, on what standard, and with what consequence.

01

Paid for the answer, not the hour.

$20 to $500 and more. The request sets the rate before you accept. FinePrint pays weekly.

02

A queue, not a job.

Work Requests arrive scoped to your state and practice area, with the file already built. You keep your practice.

03

Your answer becomes part of the model.

Every answer trains FinePrint LM. Contribute a playbook or a clause pattern and you share in what it earns.

Queues, by practice area and state

Commercial

NDAs, MSAs, a counterparty’s paper.

Employment & HR

New-state hires, covenants, classification.

Corporate

Board consents, cap tables, financings.

Privacy, data & AI

Processing terms, data promises, AI use.

IP & brand

Assignments, licenses, ownership.

Compliance & risk

Registrations, filings, unassigned obligations.

How it compounds

One answer, every company.

Every answer is paid for once and used forever. The company that asked pays nothing extra. Every company that asks after it gets the same answer as work the agents run.

One Work Request Answered by a lawyer. Restrictive covenant on a Colorado hire. Employment · Colorado. The governing reason recorded. Paid once, by FinePrint. into FinePrint LM tested · versioned · released /hire-employee · A robotics company The agents run it /hire-employee · A solo founder The agents run it /hire-employee · A software company The agents run it /hire-employee · An enterprise team The agents run it /hire-employee · A portfolio company The agents run it …and every company that asks next.
One Work Request goes into FinePrint LM and comes back out as work the agents run.
  • Answers

    Every reviewed edge case, with its governing reason, versioned into FinePrint LM.

  • Standards

    Every endpoint carries a written review standard, versioned with the endpoint.

  • The network

    Who can answer what, and where. Coverage grows by state and practice area.

  • The record

    The Legal Room every endpoint reads. It starts at formation and grows.

Governance

Independence, by design.

The company that sells the software cannot lean on the people who mark it.

  • 01 · Written standards

    Every endpoint carries a review standard, versioned and dated.

  • 02 · No override

    The endpoint stops until an approved legal professional clears the flag.

  • 03 · Pay is never contingent

    The rate is the same whether you agree, modify or rework.

  • 04 · The matter, only on engagement

    You see a live matter when the customer engages you, and not before.

What comes off before a reviewer sees anything

The questions worth asking.

Who can join?

Approved legal professionals admitted where the work sits. Lawyers, legal professionals, legal academics and other legal professionals. Where an answer clears a customer’s matter, the professional is licensed in the jurisdiction and carries professional liability coverage.

How much does it pay, and when?

Per answer, at a rate set by the request type before you accept it. From $20 to $500 and more per Work Request. FinePrint pays weekly, not per hour.

Does the rate depend on my answer?

No. The rate is set by the request type, never by the answer. It is the same whether you agree, modify or rework.

What do I see in a Work Request?

The ask, the headline, the file, and what FinePrint LM produced. You add your response and the governing reason.

What happens to my answer?

It clears the matter, then it is released into FinePrint LM. It stays attributed to you.

Who is reviewing the work?

Standard work is sampled by approved legal professionals who never learn whose work it is. A live matter is reviewed by a named professional the customer engages.

Is FinePrint a law firm?

No. FinePrint is a legal technology company that does not practice law or provide legal advice.

AnswerLoop organizes intelligence for Legal AI.

Every question is answered once by a lawyer and forever by the model.

Have a code? Create an account