Byforum provides AI‑driven “Judgment Agents” trained on data from senior domain experts—such as former cabinet officials, clinicians, and central bankers—to emulate expert reasoning with over 90% alignment to consensus. These agents deliver independent, defensible evaluations and custom data solutions for AI labs, enterprises, and governments operating in high‑stakes areas like clinical safety, finance, law, hiring, and national security.
Funding
Funding not disclosed

Founders
Product
Problem
AI systems deployed in high‑stakes areas such as clinical safety, financial advice, legal decisions, hiring, lending, national security, and public policy often lack reliable expert judgment, leading to errors, bias, and untrusted outcomes.
Solution
Forum AI creates “Judgment Agents” by training them on data from senior domain experts—including former cabinet officials, central bankers, clinicians, and security leaders—to emulate expert reasoning with over 90 % alignment to consensus. These agents provide independent, defensible evaluations for AI labs, enterprises, and governments, helping to benchmark, audit, and improve AI performance in critical domains. Clients can access custom deliverables built from the expert network, enabling tailored data collection, model training, and ongoing assessment. The service supports both evaluation of existing models and the development of new AI systems that require nuanced, trustworthy judgment.
Target Audience
Primary customers are AI research labs, large enterprises, and government agencies that need rigorous, expert‑backed evaluation and training for AI applications in high‑impact sectors.
Features
- Expert‑driven training pipelines that ingest interviews, assessments, and decisions from world‑class professionals across medicine, finance, law, security, and policy
- Judgment Agents that replicate expert reasoning with 90 %+ accuracy to consensus outcomes
- Independent evaluation reports that quantify model bias, safety, and alignment with expert standards
- Custom data and AI system development services leveraging the Forum AI expert network
- Domain‑specific benchmarks for clinical safety, financial advice, legal compliance, hiring fairness, and geopolitical risk
- Secure, confidential handling of proprietary client data and expert inputs