Human Judgment Trains the Frontier Models

AI breaks on subtle ambiguity, edge cases, and high-stakes reasoning. We pair practicing domain experts and trained analytical evaluators with the research teams building next-generation AI.

Why Experts Work with Proffeta

Use your expertise on meaningful AI work—remotely, flexibly and in an environment built for quality.

01 Flexibility

Work flexibly, from anywhere.

Contribute remotely on a schedule that can fit around your existing work and commitments.

02 Compensation

Earn for the value of your expertise.

Take on paid work that reflects your domain knowledge and the quality of your contribution.

03 Impact

Help shape more capable AI.

Improve how models reason, respond and perform in the real-world settings you understand best.

How Project Matching Works

Evaluation Console Preview
Specialist Verified
Consensus Kappa 0.96
Quality Score 99.2%
Reputation Tier Lead Reviewer
01

Initial Calibration

Complete a targeted domain calibration test or submit academic/professional credentials to establish baseline authority.

02

Dynamic Matching

Our routing engine directs active batches to you based on your verified domain taxonomy, language sets, and availability.

03

Consensus Audits

Submissions are cross-verified against multi-reviewer agreement checks to validate ground-truth accuracy and eliminate drift.