Better AI models start with better experts.
PowerToFly connects you with domain experts who understand your industry, so your model is trained by people who understand the world it's being built to serve.
Where our experts make the difference
Feedback that actually makes your model better.
Domain experts provide the nuanced signal that generalist crowds can't — rated, ranked, and explained in context.
Test against real-world expectations, not benchmarks.
Domain-matched experts evaluate outputs across languages and edge cases your team would never think to test.
Find the failures before your users do.
Adversarial testing by people who know your industry — they probe where your model is most likely to fail in production.
The experts behind your training data
The people whose subject-matter knowledge is what your model learns from
Professionals with real industry depth — physicians, lawyers, financial analysts, paralegals, compliance officers, nurses, and specialists across every industry we serve.
Experts in the work your model is being built to support
People who know what good output looks like in practice — writers, educators, customer service leads, HR professionals, linguists, and operators across the functions your model serves.
Professionals who evaluate model behavior at the technical layer
The people who stress-test your model against real-world edge cases — ML engineers, data scientists, prompt engineers, QA analysts, and LLM evaluators.
Better inputs make better models.
Representative domain experts who understand your industry produce more accurate outputs, so your AI works for more of the people it's built to serve.
More accurate outputs
Experts who understand your use case catch errors that generic annotators miss.
Defensible by design
Verified identities and credentials mean you can explain who trained your model to your regulators, your legal team, and your board.
Fewer blind spots
A representative expert pool catches edge cases a homogenous team won't see before they hit production.
Consistent across releases
Work with the same experts across model versions. Familiarity with your data compounds over time.
How it works
Tell us what you're building
Walk us through your model, your industry, your use case, and what good output looks like for you. The more we understand, the better the match.
We match the right experts
We curate a list of verified domain experts who already understand your space and the work you need them to do.
Your experts get to work
Your cohort delivers structured feedback your team, your regulators, and your board can stand behind.