Helmsman
Runtime confidence scoring and intervention for LLM responses. Helmsman sits between your application and the model, scoring epistemic calibration and optionally intervening on low-confidence outputs.
Coming soon
Helmsman is the commercial intervention layer built on top of Driftwatch's evaluation research. Where Driftwatch diagnoses calibration failures in batch, Helmsman detects and addresses them at request time.
Basic scoring
Included in Keel Cloud Team. Run production traffic through Helmsman for real-time calibration metrics. Measures confidence, detects overconfident responses, logs everything to the same audit infrastructure as Keel.
Advanced intervention
Available later as an add-on. Active wrapper that classifies, routes, and augments responses based on epistemic confidence. The proprietary layer where the trade secret lives.
The architectural design (classify, route, augment, monitor) is validated. Ablation studies confirm the wrapper's effectiveness. Production deployment is staged behind Keel Cloud and Driftwatch reaching maturity.