The judgment layer for high-stakes AI
We scale the reasoning of world-leading experts into Judgment Agents that evaluate AI where it matters most.
AI models can now code, translate, and reason at human level. But in areas like banking, hiring, health care, and national security, performance isn't the question. Trust is. Existing benchmarks can't measure real-world perforance and risk in these domains, and crowd-sourced evaluation breaks down where accuracy requires real expertise.
Forum AI trains Judgment Agents on senior domain experts, from former Cabinet officials and central bankers to clinicians and national security leaders. These agents replicate expert reasoning with 90%+ accuracy to expert consensus, delivering independent, defensible evaluation for AI labs, enterprises, and governments.
We focus on high stakes domains where expert judgment matters.
Accuracy and reliability
clinical safety, financial advice, legal
Bias and fairness
hiring, lending, insurance
Neutrality and balance
news, politics, public policy
Geopolitical judgment
national security, supply chain, defense
Ethics and safety
autonomous systems, consumer AI
Expert nuance
parenting, education, mental health
We support labs, enterprise, and government on AI evaluation and training
For AI Labs & Product Companies
Evaluation
Test your models against expert-defined scenarios in domains where standard benchmarks fall short. Our Judgment Agents evaluate with 90%+ accuracy to expert consensus.
System Improvement
RL environments with expert-designed scenarios, expert-preference datasets for RLHF & SFT, prompt optimization.
For Enterprise
Expert-Backed Evaluation & Compliance
Independent, defensible assessments built on expert consensus, not automated checklists. Designed for bias in hiring and lending, neutrality in media, and safety in clinical AI.
Judgment Agents
Expert-calibrated decision-making components that embed into your AI systems to handle high-risk judgments with auditability and defensibility built in.
Custom deliverables built with our expert network.
We connect clients with our network of experts to build bespoke data and AI systems tailored to their needs.
Latest research and insights
How We Turn Expert Insight Into Action
How We Turn Expert Insight Into Action
From expert interviews to AI judges — how we transform domain expertise into scalable evaluation systems that improve AI where it matters most.
Read postNot All Queries Are Created Equal
Not All Queries Are Created Equal
Engineering a classification system for LLM evaluation — why the type of question matters as much as the answer when measuring AI performance.
Read postHow We Pick the Right Experts to Evaluate AI
How We Pick the Right Experts to Evaluate AI
Four principles that guide our work — building the expert network that holds AI systems to the highest standards of accuracy and nuance.
Read postSpeed-Running Content Moderation
Speed-Running Content Moderation
What fifteen years of social media safety teaches about evaluating AI — lessons from the front lines applied to a new generation of challenges.
Read post
Ex-Meta Executive, CNN Anchor Campbell Brown Launches Forum AI
The Wrap covers Forum AI's launch with $3 million in seed funding to bring expert judgment to AI evaluation.
Read articleJoin our team
Help us build the judgment layer for AI — scaling expert evaluation across the domains that matter most.