The operating layer between humans and AI systems
We build the infrastructure so critical behavior doesn’t depend on the model alone.
AI systems fail unpredictably, vary across providers, and leave your team holding the risk. Most companies add governance after something breaks. We build it in before it ships.
One architecture. Every domain.
Aondor
Governance infrastructure that catches risky behavior before and after inference, so teams can see what happened, why, and what to do next. Model-agnostic. Audit-ready. Pilot available.
Parallax
Improves output quality without changing the model. 47% lift on mid-tier models, benchmarked and published.
The Fleet
Domain-specific AI systems and open infrastructure, built from the same foundation.
The numbers don’t negotiate
Model-native refusal rates range from 0% to 96% on identical prompts. Compliance audits are coming. “We trust the model” is not an answer regulators will accept.
Read the Research →Choose your path
Enterprise governance. Cognitive optimization. Open infrastructure. Domain systems.
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