How a Renaix system is built.
Every system is different because every workflow is different. The layers are constant.
Governed data foundation
One operational source of truth outside any model conversation: workflow state, reconciled records, exceptions, human decisions, and provenance. Every important figure keeps a link to the source document behind it.
Deterministic core, selective AI
SQL, rules, and version-controlled code wherever correctness is rule-based. Models where interpretation, extraction, language, or judgment create value, always under explicit controls and never as the arbiter of record.
Human review and decision rights
Exceptions surface with the evidence needed to resolve them. Consequential decisions carry human approval, and approved decisions are durable: later automation cannot silently overwrite them.
Domain agents on verified data
Role-scoped agents that answer only from the governed foundation, cite their evidence, and refuse outside their verified scope. Each agent runs as its own secured, versioned, revocable endpoint, connected through the open Model Context Protocol standard.
Secured deployment
Authenticated principals, narrow permissions, controlled exposure, and revocation. Production infrastructure with restart policies, monitoring, and recovery procedures.
Evaluation and change control
Evaluation suites verify behavior on the cases that matter, before and after every change. Model upgrades, prompt changes, and configuration changes are measured decisions, not silent swaps.
Our principles
Business capability before tool choice. Deterministic where possible, AI where valuable. One operational source of truth. Role-scoped access by design. Human decisions are durable. Evidence and provenance stay available. Versioned and testable production systems. Replaceable components, stable operating capability: models and tools may change without the business losing its data, controls, or workflow.