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Your end-to-end
human data engine
Whether you're training a general frontier model or a domain-specific assistant, Featured is an end-to-end human data engine for post-training — with 100k+ pre-vetted experts generating professional reasoning data on demand.
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Producing expert data for AI post-training
The expert network trusted by journalists, now powering AI labs
Pre-vetted Experts
We route tasks to verified and pre-vetted experts in our network. Experts receive structured prompts, rubrics, and instructions tailored to your use case.
Data Production
Experts generate demonstrations, preferences, and critiques. Our team monitors throughput, coverage, and quality signals in real time.
Multi-layer QA
Expert self-review, peer review, and internal QA to catch errors, enforce rubrics, and maintain consistency — before data ever reaches your pipeline.
“Trusted by AI researchers + and journalists since 2008
Measurable results from human data
Production-grade expert data, delivered with QA at every step
100K+
Journalist Queries
10M+
Expert Submissions
17+
Years Matching Experts
Trusted by AI researchers and journalists since 2008
Featured + Help a Reporter Out (HARO) have routed expert insights to high-signal audiences for nearly two decades. The same infrastructure now powers AI post-training.
AI-likelihood scores and provenance shown on every submission
Human review required before delivery; nothing auto-submits
Multi-layer QA (self, peer, internal) to enforce rubrics and catch errors
100k+ verified and vetted experts
Bringing rare expertise to specific capability gaps across industries.
Supported by
Our Commitment to Responsible AI
We built Featured AI with safeguards to protect quality, trust, and the integrity of expert contributions.
Featured brings the largest pool of experts that are much better vetted than other platforms. Every Featured expert has been a true expert.
Rosie Bell
Freelance Journalist, BBC, National Geographic, Fodor’s, Lonely Planet
100K Experts
Fast Turnaround
Trusted Quality
Niche professional datasets are what we do best
We translate expert workflows into structured QA, preference, and critique datasets tailored to your model’s capability gaps.
Computer and Information Systems QA Pairs
2,500+ experts
Financial Managers QA Pairs
2,000+ experts
Human Resources Officers QA Pairs
1,500+ experts
Insurance Managers QA Pairs
1,500+ experts
Private Detectives & Investigator QA Pairs
150+ experts
Wholesale & Retail Buyer QA Pairs
850+ experts
Licensed Nutritionist QA Pairs
1,500+ experts
Higher Education QA Pairs
1,500+ experts
Non-Profit Management QA Pairs
450+ experts
Airlines & Aviation QA Pairs
150+ experts
Defense & Space QA Pairs
100+ experts
Licensed Veterinarian QA Pairs
250+ experts