Expert data to power your medical & life-science AI

Expert data to power your medical & life-science AI

We provide qualified human expertise and a verified data infrastructure to evaluate, improve, and align AI models across healthcare domains.

We maintain structured profiles of millions of clinical experts

We maintain structured profiles of millions of clinical experts

Each expert’s profile spans education, work history, scientific output, and verified credentials.


Data is cross-validated through 30+ U.S. and 100+ global sources to ensure every expert is real, qualified, and relevant.

0M+

Experts worldwide

What’s inside an expert profile

Education

Institution, faculty, and program — each tiered by public information, prestige and admission difficulty.

Work history

Full career timeline with experience, patient volume, and condition mix. Workplaces ranked in tires.

Scientific contribution

Publications, peer-review status, citation impact, and journal tier — verified through institutional links.

References

Peer and patient feedback analyzed to confirm clinical reliability.

Licenses & training

Ongoing NPI and state license checks to ensure active, compliant experts.

Languages

Verified proficiency based on education, country of practice, and public records.

Other work

Participation in trials, NHS or government-funded research, and specialty programs.

Every expert is rigorously vetted before they touch a project

Every expert is rigorously vetted before they touch a project

1. Profile verification

Experts submit their NPI (or equivalent), resume, LinkedIn, and professional profiles. We match this data against internal and public records to confirm identity and relevance.

2. AI interview screening

3. Skill tagging

1. Profile verification

Experts submit their NPI (or equivalent), resume, LinkedIn, and professional profiles. We match this data against internal and public records to confirm identity and relevance.

2. AI interview screening

3. Skill tagging

1. Profile verification

Experts submit their NPI (or equivalent), resume, LinkedIn, and professional profiles. We match this data against internal and public records to confirm identity and relevance.

2. AI interview screening

3. Skill tagging

1. Profile verification

Experts submit their NPI (or equivalent), resume, LinkedIn, and professional profiles. We match this data against internal and public records to confirm identity and relevance.

2. AI interview screening

3. Skill tagging

Then, we train them to understand AI — not just use it

Then, we train them to understand AI — not just use it

Every expert completes structured AI training combining general education with project-specific courses — ensuring they understand how models learn, how to evaluate outputs, and how to write meaningful justifications.

Training process

1

General AI training

Expert learn fundamentals of model training, pre- and post-training workflows, and justification craft

Expert learn fundamentals of model training, pre- and post-training workflows, and justification craft

Soft exam to verify understanding

Experts selects a project

2

Category & project onboarding

Expert complete two focused sessions: one on the project category (e.g., SFT, Evals) and one on the project itself

Expert complete two focused sessions: one on the project category (e.g., SFT, Evals) and one on the project itself

Learn rubric logic & pass short applied exam

3

Project specific training

Final platform walkthrough with good/bad examples, benchmark tasks, and domain verification.

Final platform walkthrough with good/bad examples, benchmark tasks, and domain verification.

Pass final exam to unlock access

Work with Lumos — your way

Work with Lumos — your way

1

Hire through your own platform

Hire through your own platform

Lumos handles the sourcing, vetting, and qualification. You manage experts in your own environment.


Ideal if you already have internal infrastructure or custom workflows.

Includes

Credential and background verification

Interview and qualification process

Project training

2

Run everything on the

Run everything on the

Lumos platform

Lumos platform

Host your evaluations, data labeling, and human-in-the-loop workflows directly in Lumos.


We handle quality assurance, anti-cheating, and analytics — you focus on outcomes.

Includes same as above plus

Support of all modalities and outputs

Quality control

Anti-cheating

Audit-ready logs

Our platform capabilities

Modalities

Modalities

Modalities

Modalities

Outputs

Outputs

Outputs

Outputs

Extras you get

Extras you get

Extras you get

Extras you get

Get the experts you need, fast

Get the experts you need, fast

Get the experts you need, fast

Get the experts you need, fast

We charge a service fee on expert hours — 10% during pilot, 15% at scale. No hidden costs, no minimums, and full transparency on expert pay.

Start with a pilot

10% service fee

10% service fee

first 100 expert hours

first 100 expert hours

Lower entry cost for validation and setup

Transparent pricing, no hidden fees

Expert onboarding and operational support

Launch in 24–48 hours

Scale as you grow

15% service fee

15% service fee

on monthly active hours

on monthly active hours

Unlimited scale — pay only for active hours

Flexible hourly rates based on your input

Volume discounts with long-term commitment

Dynamic expert pay tied to task complexity and speed

Not ready to commit yet?
Try our self-serve hire solution

Not ready to commit yet?
Try our self-serve hire solution

Just $49/month flat fee

Post a job on the platform — get 10 guaranteed applications. No calls. No vetting. No training. Just sourcing. A lightweight option for teams who just need applicants fast.

Guaranteed 10+ applications per job

3 job posting per month

No vetting

No training or quality control