Safely Write AI & ML Decisions
Back into Operational Databases.
The multi-cloud BYOC control plane for predictive models, batch enrichment, and AI agents. Eliminate production table locks across serverless (Neon, Supabase, Turso) and enterprise engines (PostgreSQL, SQL Server, Fabric, Snowflake, Iceberg) inside your cloud perimeter.
How Decisions Safely Reach Your Database
In-VPC Ingestion
Inference scores or agent tool calls arrive via MCP or REST Ingestion. Progressive disclosure and in-memory masking keep raw PII inside your VPC.
Ephemeral Sandbox
A serverless Copy-on-Write branch (Neon/Supabase) dry-runs the write. Cedar ABAC evaluates confidence and bounds before merge.
Non-Destructive Serving
Writes land in dedicated serving tables with composite keys. Primary tables remain 100% unmutated and immune to race conditions.
Five Pillars of Governed Operational AI Feedback
Built for enterprise data teams running PostgreSQL, SQL Server, Neon, Supabase, and Iceberg.
Native MCP Gateway
Progressive schema disclosure loads database attributes dynamically, pruning prompt tokens by 74% and filtering PII inside your VPC boundary.
Ephemeral CoW Branching
Instantiates isolated serverless database branches in seconds across Neon, Supabase, and Turso. Candidate writes undergo referential integrity and type assertions before merge.
Dual Ingestion Engine
Continuous PostgreSQL WAL and SQL Server CDC streaming alongside HTTP/2 REST endpoints syncing directly to open Apache Iceberg, Delta Lake (OneLake/Databricks), and Snowflake.
Policy-as-Code ABAC
Open-source Linux Foundation Cedar and OPA Rego engines evaluate multi-hop agent delegation limits (OWASP ASI03) and confidence thresholds inside your cloud perimeter.
Idempotent Serving Tables
Non-destructive serving tables with composite keys (Entity + Model Version + Timestamp). Zero locks or mutations on primary transactional tables.
Zero Inbound Ports
Customer data never leaves your VPC. Outbound-only AWS/Azure PrivateLink telemetry connects to the SaaS Control Plane with zero persistent vendor credentials.
Live In-VPC Policy & Sandboxing Inspector
// Open-Source Cedar ABAC Decision Point (In-VPC/In-VNet)
permit(
principal in AgentRole::"OperationalScoringAgent",
action in [Action::"AssertTransientWrite", Action::"PromoteToServing"],
resource in Table::"serving_customer_risk_scores"
)
when {
context.model.confidence >= 0.88 &&
context.agent.delegation_depth <= 2 &&
resource.is_serving_table == true
};