Indian Languages · Law · Healthcare · Coding
Specialized human intelligence for frontier AI
Domain expertise isn't enough. FIAD trains and vets specialists to rigorously evaluate AI systems—giving frontier models human judgment they can trust.
Direct scoping with our founding team · Response within 24 hours
We don't build AI models. We build better evaluators.
The problem
Domain expertise is not evaluation expertise.
EXPERTISE → TRAINING → JUDGMENT
AI evaluation is its own discipline.
Frontier models depend on people with deep, specialized knowledge—whether in regional languages, law, healthcare, or code. But an outstanding professional won't instinctively know how to red-team a model, spot subtle language or domain errors, or systematically catch edge-case hallucinations.
AI evaluation is its own discipline. FIAD trains, assesses, and vets specialists so their domain expertise translates into rigorous, reliable AI evaluation.
What FIAD actually does
We build evaluation-ready domain experts.
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.
Becoming FIAD Vetted does not guarantee project selection or employment.
Focus areas
Expertise where human judgment matters.
Indian Languages
01Native language understanding, translation, writing, annotation and evaluation.
Law
02Legal reasoning, document review, compliance and policy evaluation.
Healthcare
03Clinical knowledge, medical reasoning and healthcare language evaluation.
Coding
04Code quality, debugging, reasoning and technical evaluation.
Additional specialised domains will open over time.
Bengali Linguistic Experts
We're currently reviewing applications from people with genuine Bengali-language expertise — native speakers, bilingual speakers, and professionals with substantial relevant experience.
Other domain? Your field isn't open yet, but that doesn't mean we won't need it.
Why experts choose FIAD
Built around specialised judgment.
Specialised Training
Learn how AI evaluation differs from ordinary domain work.
Flexible, Remote Work
Evaluate on your own schedule from anywhere, without commuting or rigid office hours.
Competitive Compensation
Earn for approved project work with straightforward, reliable payouts.
Hands-on Human Support
Work alongside dedicated community coordinators who answer questions and guide you through complex tasks.
FIAD Vetted Credential
Earn a verified status that signals your readiness for high-standard AI evaluation work.
Meaningful AI Impact
Directly influence how next-generation foundation models interpret your language and field.
Built for AI labs
Better evaluators. Faster onboarding. Higher-quality outputs.
Most AI data pipelines optimize for raw scale. FIAD optimizes for judgment quality. Instead of sourcing thousands of unvetted, anonymous workers, we curate and train compact cohorts of domain specialists who understand the nuances of both their field and the evaluation rubric.
Designed to improve
These are intended outcomes, not guarantees. Results depend on project design, evaluation requirements, rubric quality, and other factors.
For AI labs
Need specialised human judgment for AI evaluation?
If you're building LLMs, multimodal systems, reasoning models or domain-specific AI products, we'd love to understand your evaluation needs.
Discuss a pilot.
For experts
Your expertise can help build better AI — and earn from it.
FIAD is building a trusted network of specialised experts who contribute to AI evaluation across languages and high-context domains. If your domain is currently open, apply today. Otherwise, join the waitlist and we'll notify you when applications open.
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