For AI Labs

    The ReasoningAI Can't Fake

    Your models can pattern-match, but they can't reason like an expert. We provide the human intelligence layer that makes AI actually trustworthy in specialized domains.

    5,200+
    Verified Experts
    PhD+
    Credential Level
    47+
    Countries
    50+
    Domains

    The Problem

    The Expert Gap In AI

    Most AI training relies on crowd workers who lack domain expertise. The result? Models that sound confident but give dangerous advice. Models that can't reason through complex problems. Models your users can't trust.

    Your models hallucinate on domain-specific queries

    RLHF feedback comes from crowd workers, not experts

    Safety evaluations miss domain-specific risks

    Chain-of-thought training data lacks real expertise

    What We Provide

    Expert Intelligence At Scale

    We've built the infrastructure to connect AI labs with verified domain experts for high-quality training data.

    Expert RLHF

    Domain experts rate and rank your model outputs. Real doctors reviewing medical advice. Real lawyers reviewing legal guidance. Not crowd workers guessing.

    Reasoning Data

    Capture how experts actually think through problems. Step-by-step reasoning traces from people who've spent years in the field.

    Red-Teaming

    Specialists who know exactly where your model will break. They've seen the edge cases in real life and know what dangerous advice looks like.

    Domain Evaluation

    Benchmark your models against expert standards. Get feedback from people qualified to judge the quality of your outputs.

    The Network

    5,200+ Verified Experts

    Every expert on our platform has verified credentials. Advanced degrees, professional licenses, published research.

    Medicine

    1,200+

    verified experts

    Law

    800+

    verified experts

    Science

    950+

    verified experts

    Engineering

    1,100+

    verified experts

    Finance

    650+

    verified experts

    Academia

    500+

    verified experts

    The Difference

    Humint vs. Crowd Platforms

    Crowd Platforms
    Humint
    Worker Type
    Crowd workers
    Verified domain experts
    Credentials
    Self-reported
    Verified (degrees, licenses, publications)
    Hourly Rate
    $10-50
    $60-300
    Work Type
    Labeling, classification
    Reasoning, evaluation, red-teaming
    Quality Control
    Algorithmic
    Human review + domain matching
    Turnaround
    Hours
    Days (quality over speed)

    Use Cases

    How Labs Use Humint

    RLHF for Specialized Domains

    Train your model to give better medical, legal, or financial advice with feedback from actual practitioners.

    Safety Evaluation

    Find domain-specific failure modes before your users do. Experts who know what dangerous advice looks like in their field.

    Synthetic Data Validation

    Verify that your synthetic training data actually makes sense. Experts catch errors that automated systems miss.

    Benchmark Creation

    Build evaluation sets that test real-world competence, not just pattern matching.

    Ready To Access Expert Intelligence?

    Tell us about your project and we'll match you with the right experts from our network.