For AI labs
Specialised human judgment for better AI.
AI systems are becoming more capable. Evaluating them increasingly requires people who understand the subject matter behind the task. FIAD is a structured human capability layer for that work.
The problem
Generic pipelines miss domain depth.
AI evaluation increasingly spans language, law, healthcare, coding and other specialised domains.
Generic evaluation pipelines may not provide the depth of domain understanding required for certain tasks — where a subtle mistake is only visible to someone who knows the field.
The FIAD layer
A structured pipeline, end to end.
Source
We identify specialists with genuine, verifiable domain expertise.
Train
We teach them how AI evaluation works — focusing on edge cases, model failure patterns, and strict guidelines.
Assess
Practical tasks test their judgment, reasoning, and ability to stay consistent.
Vet
Only specialists who clear our benchmarks earn FIAD Vetted status.
Connect
Vetted contributors become eligible for relevant AI evaluation projects.
Support
We provide hands-on guidance and direct assistance throughout projects so experts are never left to figure things out alone.
Designed outcomes
What FIAD is designed to enable.
Better-aligned expertise for the task at hand
Faster evaluator readiness through structured training
More structured, explainable human input
Reduced reliance on generic evaluation pools
A clearer path from expertise to evaluation work
Domain depth across languages, law, healthcare and coding
FIAD is an early-stage platform. These are designed outcomes, not guaranteed performance claims.
Let's test it with a pilot.
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