Evaluated AI engineering

Every high-stakes AI needs a guardian.

Gardwyn builds grounded, evaluated, auditable AI, engineered so the model never owns the final call.

Real-emergency safety system recorded · verified in CI 2026-06-03

domain real-emergency safety · AI-in-the-loop

AI owns the final verdict no

What we do

Eval-first

Cross-vendor LLM-as-judge with an agreement gate. Promotion is eval-gated, not vibes.
Grounded + abstaining

Cite the source or decline. The model never owns the final verdict.
Red-teamed

Documented failure-mode analysis and structural safety controls before launch.
Receipts

Public, re-checkable artifacts that prove the method is real, not a pitch.

Receipts

Who owns the verdict
In an AI-in-the-loop emergency system, the model surfaces facts but never owns the safety call. The design boundary, and the three failure classes only a human catches.
Design · threat model
Read the method →

Engage

Project A scoped build: an AI feature, an eval harness, a RAG or agent system.
Fractional Ongoing senior AI-engineering capacity without a full-time hire.
AI Trust Audit An eval suite, red-team, and control-architecture review of a system you already run.

Eval-first