# The experts your models learn from. Vetted in days.

> Find, test and onboard vetted domain experts, evaluators and annotators in days. Real skill tests, identity checks and one scorecard.

URL: https://landing.qa.scrini.ai/ai-training-evaluation  
Breadcrumb: Home > AI training & evaluation

Doctors, lawyers, engineers, linguists and analysts, tested on real domain tasks before they ever touch your data.

[Book a demo](https://cal.id/team/product-demo-scrini-team/product-walkthrough) · [Start free trial](https://app.scrini.ai)

## Why it is hard today.

Good training data needs real expertise. Resumes do not prove it, and volumes swing from ten people to a thousand in a month.

Bad evaluators cost you twice: once in pay and again in rework.

## How Scrini fixes it.

1. **Brief it in plain words.**: "200 bilingual Spanish medical reviewers, US-based, two weeks."
2. **Reach the right people.**: Agents source across job boards, expert networks and your past contributors, then reach out by call, email, SMS and WhatsApp.
3. **Test the real work.**: Domain quizzes, writing samples and sample annotation tasks, all scored on one rubric.
4. **Verify who they are.**: Liveness and session checks so the person you tested is the person who works.
5. **Ship the cohort.**: A ranked list with evidence, synced to your tools, ready to onboard.

## Roles we fill

- Medical reviewers
- Legal analysts
- Software engineers
- Math and STEM tutors
- Linguists and translators
- Finance analysts
- Safety and red-team evaluators
- Data annotators

## Quality you can measure.

Every contributor arrives with a score and the evidence behind it. Re-run the same test on a new cohort and compare like for like.

When a project ends, strong performers stay in your talent pool for the next one.

## See the platform in action.

Watch agents take a role from brief to a ranked, verified shortlist.

Video: [Scrini AI | Agentic OS](https://www.youtube.com/watch?v=tnsFRKDekuI)

## Questions, answered

### What kinds of experts can Scrini AI hire for AI training?

Domain experts, evaluators and annotators: medical reviewers, legal analysts, software engineers, math and STEM tutors, linguists and translators, finance analysts, safety and red-team evaluators and data annotators.

### How are AI training contributors vetted?

Agents test the real work before anyone touches your data: domain quizzes, writing samples and sample annotation tasks, all scored on one rubric. Liveness and session checks confirm the person you tested is the person who works.

### How fast can a cohort be ready?

Agents source, reach out and assess in parallel, so a vetted cohort is ready in days. You get a ranked list with the evidence behind every score, synced to your tools.

## Your next cohort. Vetted in days.

[Book a demo](https://cal.id/team/product-demo-scrini-team/product-walkthrough) · [Start free trial](https://app.scrini.ai)

7-day trial, 50 free credits · No card needed · Live in 24 to 48 hours