For Experts

Your expertise is what AI labs cannot scrape. Here is how you own what you know.

5 min read

What contributing looks like.

You open Our One. Cases are waiting in your specialty. Each shows a realistic professional scenario, the AI's response, and space for your assessment.

Three levels of depth. You choose every time.

Quick review — 5 seconds. "Does this response meet professional standards?" Yes or No. One binary signal from a verified expert.

Standard review — 30 seconds. Quick review plus error category tags, confidence rating, and optionally a comparison between two model responses.

Deep rewrite — 2 to 5 minutes. Full expert correction. You rewrite the response the way you would answer the question — with professional citations and the nuance that separates correct from expert.

You never have to go deep. Quick review is always enough. Most contributions will be Quick — and that is fine.

The line is bright.

When you use the AI product, your usage is never training data. Only explicit contributions through the review interface enter the pipeline. Your correction is attributed. Your consent is explicit. The Constitution guarantees this.


What you earn.

ActionPoints
Quick review (approve/reject)1
Standard review3
Deep rewrite10
Peer confirmation of a rewrite2
Confirmed rewrite bonus+5

Points are permanent. They never expire or decay. The first 100 guild members in each domain earn 2x on every action — permanently.

Revenue split.

PoolShare
Domain Pool65% — your points in this domain / total domain points
Commons Pool30% — your total points / all global points
Operating Company5% — covers team, legal, development

95% to experts. 5% to the team. The Constitution guarantees it structurally — the operating company cannot increase its share beyond 5% without a supermajority vote of Guild members.

Guild members ($5/month) get full AI access — the same AI consumers pay $20 for — plus verified credentials, governance rights, and revenue share. Free contributors earn points through quick reviews.


Credential verification.

When you contribute to a professional domain, you declare your domain and submit credentials:

  • License, certification, or degree — reviewed by the domain governance committee
  • Professional profile verification — cross-referenced with publicly verifiable credentials
  • Human review — by professionals who know what valid credentials look like

Quick reviews are open to all registered contributors — free. Standard and Deep reviews require verified credentials and Guild membership.


Your rights.

These are constitutional. They cannot be changed by the operating company, by the founder, or by any governance process.

  • Labor-assistive, not labor-replacing. Our One AI will never be marketed as a substitute for professional judgment.
  • Consent is explicit and revocable. No contribution enters training without your informed consent.
  • Your IP remains yours. You license contributions, you do not transfer ownership.
  • Provenance is immutable. Who contributed what, when, is permanent and traceable.
  • Revenue returns to you. 95% when the AI generates revenue.
  • Exit is real. Withdraw contributions and leave at any time. Revenue earned before withdrawal is yours.

Join the Guild — $5/month · Contribute free

Go deeper: The Proof · Constitution · Manifesto