ExpertAIData
Industries

Depth in every domain.

Regulated, high-stakes knowledge from people licensed to practice it.

Legal

4,210 experts

Attorneys, paralegals, compliance

Contract review evals, case-law reasoning, jurisdiction-specific red-teaming.

Insurance

1,980 experts

Adjusters, underwriters, actuaries

Claims triage, coverage interpretation, fraud-signal labeling.

Cybersecurity

2,640 experts

Pentesters, SOC analysts, CISOs

Exploit reasoning, IR playbooks, adversarial agent testing.

Finance

5,120 experts

CPAs, CFAs, analysts, auditors

Valuation reasoning, audit procedures, regulatory Q&A.

Engineering

6,890 experts

PEs, software, mechanical, civil

Derivations, code review, design-spec compliance.

Healthcare

3,770 experts

MDs, RNs, pharmacists, coders

Differential diagnosis, clinical coding, safety evals.

Skilled Trades

1,450 experts

Electricians, HVAC, plumbers

Code-compliant procedures, diagnostics, workflow demonstrations.

Why domain depth matters

Generalists can't grade experts.

Frontier models now fail in ways only practitioners notice — a misapplied statute, an unsafe dosage, an exploitable config.

  • Credential-gated routing per task
  • Jurisdiction and specialty matching
  • Rubrics co-designed with practitioners
Accuracy vs. generalist raterslive
Legal reasoning92%
Clinical safety89%
Security analysis87%
Financial audit90%
Use cases

What teams build with us.

01
Model evaluation

Benchmark domain accuracy before launch.

02
RLHF & preference data

Expert-ranked comparisons for fine-tuning.

03
Red-teaming

Find regulated-domain failures early.

04
Agent workflows

Demonstrations of real professional procedures.

05
Ground-truth sets

Adjudicated gold data for continuous evals.

06
Compliance review

Expert sign-off for high-risk outputs.

Don't see your domain?

We recruit specialized expert pools on request.