Works with your existing stack
Vavoris connects to event streams, data platforms, cloud storage, operational databases, and file systems you already operate. No new infrastructure required to start reading signals.
Real-time and historical signals
Vavoris reads live operational events and historical data simultaneously — so the decision context includes what is happening now and what has happened before, in a single unified view.
Exactly-once, fault-tolerant
Every connection is designed for production reliability. On any failure — network, hardware, or planned restart — signal reading resumes from exactly where it left off. No duplicates, no gaps.
How signal reading works.
Vavoris reads signals from your existing systems and streams them into the decision loop in real time. Your data never leaves its source system — Vavoris reads it, not copies it.
Connect your systems
Authenticate to each source — typically read-only credentials. Vavoris reads from your systems; it does not write to them or move your data.
Map your fields
Translate your system's field names to the Vavoris signal schema. Field mappings can be updated at runtime without restarting connections.
Signals flow in real time
Once connected, signals stream continuously into the decision loop. Vavoris tracks read position — on any failure, reading resumes exactly where it left off.
Decisions follow the signals
Each signal is scored against your decision context, passed through governance, and delivered as a recommendation — while the outcome is measured and fed back.
What stays where it is.
Vavoris is not a data consolidation platform. You do not migrate to Vavoris. Vavoris comes to your data.
Your data warehouse stays your data warehouse
Vavoris reads from Snowflake, BigQuery, and other warehouses without requiring a copy. Your existing analytics and BI tools continue working against the same data, unchanged.
Your operational systems are read-only
Vavoris reads signals from your CRM, EHR, PMS, and claims system. It does not write to them. Your source systems are never modified by the integration.
Your cloud vendor relationship is unchanged
Vavoris works across AWS, Azure, GCP, and on-premise. It is not a competing cloud platform. Your existing cloud commitments and contracts are unaffected.
Your existing AI tools keep working
Vavoris sits above your existing systems — including any AI tools you already use. It governs decisions, measures outcomes, and builds judgment on top of what you have, not instead of it.
Tell us the outcome you want to improve.
We start with the problem — claim leakage, readmission rate, guest recovery, approval consistency — and determine which of your existing systems hold the signals that matter. The integration plan follows from there.
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