Frontier models pass benchmarks. They fail in operating rooms, control rooms, and plant floors.
Your model is missing what benchmarks can’t measure.
Engineers, operators, and domain specialists who’ve made the decisions your models are automating.
Frontier models pass benchmarks. They fail in operating rooms, control rooms, and plant floors.
Engineers, operators, and domain specialists who’ve made the decisions your models are automating.
Not annotators reading a checklist. RLHF, red-teaming, and output evals by engineers, operators, and domain specialists who’ve made the decisions your model is automating.
Your model works in the lab. A customer needs it in their facility. BelmanAI gets it to production: domain experts embedded alongside your team, outputs validated against operational rules, every decision documented for compliance review.
Training data from people who’ve operated the systems your model targets. Procedures, failure modes, edge cases, and the judgment calls no manual covers. Documented by the practitioners themselves.
Senior engineers, operators, and domain specialists. Available for evaluation, deployment, and dataset builds. Engagements start in days.