micro1 deploys top-tier PhDs and MBAs to help an industry leading AI lab train its model on business data
Expert-curated data grounded in real-world business logic
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100%
Acceptance rate during pilot phase
4.8/5
NPS from expert and client feedback
95%
Expert retention rate
Background
micro1 is the human data engine behind some of the world’s leading AI labs and enterprises. Using Zara, our AI recruiter, we source and vet top-tier global talent, ranging from generalists to PhDs, for post-training RLHF, SFT, evaluations, and more. We manage end-to-end human data operations: team curation, onboarding, compliance, quality control, and delivery, all optimized for accuracy and scale.
Challenge
A leading AI lab wanted to enhance its model’s understanding of business logic from advanced economics, to financial reasoning, to executive-level decision-making. They needed experts with deep domain knowledge and real-world insight to produce high-signal data.
Their initial goal was to onboard 10 elite contributors for a one-month pilot.
Solution
micro1 responded by quickly mobilizing a custom AI-curated team of 20 business experts — including PhDs, MBAs, and professors — from top universities worldwide. Within 3 weeks, we had vetted and certified 120 candidates, selecting the top 20 for deployment.
Despite the initial target of 10 hires, the client onboarded all 20 — a testament to the quality and readiness of our expert pool.
Execution
We supported the full data production workflow, including:
Expert onboarding & training (via micro1’s internal systems)
Real-time performance tracking through our Talent Performance Dashboard
Compliance checks, fraud prevention, and 24/7 QA
Continuous feedback loops via Slack channels and performance reviews
Every layer of the pipeline was built for precision — from sourcing to delivery.
Results
- 100% acceptance rate during pilot phase
- Expansion to 24 contributors based on early success
- 95% expert retention rate
- Experts sourced from top global institutions
- NPS: 4.8/5 from expert and client feedback
With double-layer QA, transparent dashboards, and tightly managed production, micro1 ensured data fidelity that scaled. Every datapoint reflected real business expertise — not just annotation.


Hire top experts for post-training
Compliance, global payroll, and benefits, all handled by us.