Product / UCL Scout

The open core that proves the context layer is real.

Scout is the public data-plane engine for teams that want to see governed context facts flowing before the enterprise rollout begins. Register a source, define selectors, assemble snapshots, and expose AI-ready context through clean APIs.

Install the core. Register a source. Watch context facts flow before procurement theatre gets a vote.

Architecture-led positioning

A working data plane, not a slide-deck promise

Scout handles the local mechanics of the Universal Context Layer. It registers sources, executes selectors, assembles snapshots, and exposes governed context to consumers while keeping customer data under local control.

Source

DataSource registration

Describe databases, APIs, files, and system boundaries so context can be built without moving raw records.

Select

Selector execution

Use repeatable mappings such as DirectField, StringToEnum, Threshold, WeightedScoring, and Formula to create semantic facts.

Serve

Context APIs

Expose snapshots through REST, GraphQL, admin UI, webhooks, and downstream agent clients.

Product capabilities

Built for the moments where generic AI falls apart

Domain entities

Represent customers, assets, tickets, deals, cases, products, or any operational object that needs context.

Selector engine

Turn raw source structure into context facts with repeatable mappings instead of fragile prompt glue.

Context snapshots

Assemble point-in-time briefings for a specific entity, use case, or agent request.

Developer console

Inspect sources, selectors, facts, and API output from a React admin surface built for engineers.

Integration points

Designed to sit inside the enterprise stack you already own

Local systems

SQLite, SQL databases, REST APIs, GraphQL endpoints, flat files, and developer-controlled test fixtures.

Cloud registration

Register status, entitlement posture, update checks, and aggregate-only usage without moving operational records.

Enterprise path

Promote proven Scout deployments into Fortress patterns with private connectors, vaults, identity, and air-gapped operation.