Operational mesh
Live SaaS heartbeats — incidents, tickets, deploys, CRM stages — as department products with contracts and lineage agents can audit.
Catalog · FAIR metadata
FAIR metadata for products agents can find and cite
Findable, Accessible, Interoperable, and Reusable metadata on department data products — so agents stand on contracts, lineage, and provenance, not a company-wide embedding dump.
Full organizational heartbeat: live operations, knowledge memory, and analytics patterns — department-scoped, policy-gated. FAIR signals attach to the same layers — live ops heartbeats, knowledge products, and analytical views — when those features are on for your workspace.
Browse data product catalog for contracts, lineage, and freshness SLOs per product.
Why FAIR matters
Agents that invent numbers or cite stale docs fail checks. FAIR scores, durable handles, and provenance make products discoverable and citable under department tenancy — whether the product is a live ops stream, a versioned doc, or a metric view.
Mesh layers in this dashboard
Knowledge mesh
Docs and runbooks as versioned products. FAIR metadata supports citation beside live ops evidence — not a disconnected RAG island.
Analytical bridge
Warehouse metrics and change-data views for longer-horizon BI. FAIR plus freshness targets beat unconstrained SQL in prompts.
Context across time still needs findable products
Live pulses, recent history, and longer-term patterns only compound when products stay findable and interoperable under policy.
Real-time
Operational FAIR products back live heartbeats agents subscribe to under policy.
Short-term
Catalog contracts and lineage keep recent history readable across systems.
Long-term
Analytical products and institutional recall need durable handles and provenance for longer narratives.
What this dashboard shows
- Products with FAIR metadata present (or score ≥ 50), by layer
- Durable handles when minting is on for your workspace
- Provenance vs the warehouse register: aligned / missing / pending
- Filter by operational · knowledge · analytical
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Optional features
The FAIR dashboard, durable handles, and provenance checks are optional. If this page is empty, those features are off for your workspace.
Related I/O Mesh surfaces
- Data products catalog
Contracts, lineage, freshness SLOs
- Use cases · multi-horizon BI
Workflow maps with private evals
- Platform capability map
Intelligence layers + readiness
- Data liquidity
Context liquidity research frame
- Loop engineering
Learning loops on operational heartbeats
- Pricing
New sign-ups for hosted plans are paused.
Products agents can find and cite
Browse the catalog, map a use case, or start on Base. FAIR features show when they are on for your workspace.
New sign-ups for hosted plans are paused.