Fire · Innovation & AI
Data Annotation & Model Training
We supply engineering-domain expert trainers for data annotation, model evaluation, and RLHF — the human layer that makes frontier models reliable, grounded, and safe.
What we do
We supply engineering-domain expert trainers for data annotation, model evaluation, and RLHF — the human layer that makes frontier models reliable, grounded, and safe.
Capabilities
- Data labeling & annotation at scale
- Model evaluation, benchmarking & red-teaming
- RLHF & preference data collection
- Human-in-the-loop training pipelines
- Domain-expert workforce (engineering, product, QA)
Deliverables
- Labeled, QA'd datasets
- Evaluation & safety reports
- Ongoing human-in-the-loop operations