Sales assets · competitive

Orbit vs the field

Independent runtime financial governance across every agent runtime a customer runs — not just inside one substrate.

Unity Catalog and Collibra/Immuta are excellent at governing data inside their respective substrates. Orbit is built for the layer above: spending limits, enforcement actions, and audit trails on the agent runtime itself. The table below shows where Orbit wins, where it pairs with the field, and where it concedes by design.

Dimension	Unity Catalog	Collibra	Immuta	Orbit
Multi-engine enforcement AI Gateway enforcement perimeter [1529297] and Orbit lock-in wedge [1585438].	Lakehouse-only Gates inference traffic that flows through Databricks Model Serving; agents calling Anthropic, OpenAI, or Bedrock from outside the workspace fall outside the enforcement perimeter entirely.[1529297]	Cross-platform, data-centric Write one policy that spans Snowflake, Databricks, BigQuery, and S3 — but the policy authoring plane is data catalog, not agent runtime.[1585438]	Cross-platform, data-centric Same posture as Collibra — vendor-neutral control plane over data substrates, not over agent runtimes or model providers.[1585438]	Every agent runtime, any substrate Enforces limits at the agent runtime boundary — Anthropic, OpenAI, Bedrock, custom stacks — regardless of where data is stored. Independent of the compute substrate.[1529297]
ABAC (row / column access) Unity Catalog / Collibra / Immuta ABAC parity section [1585438]; ABAC is the one dimension where Orbit concedes the field by design.	Built in Row-level and column-level access ship natively with Unity Catalog — included for every Databricks workspace.[1585438]	Cross-platform One policy spans Snowflake, Databricks, BigQuery, and S3. The strongest ABAC breadth on the field.[1585438]	Cross-platform Vendor-neutral ABAC over multiple data substrates; matches Collibra on the data-governance dimension.[1585438]	Not the layer Orbit governs at the agent action / spend boundary, not at row/column data access. Customers pair it with Unity Catalog or Collibra for ABAC.[1585438]
AI / LLM governance AI Gateway early-stage gaps [1529297] and the Lack-of-Spend-Guardrail section [1529297].	Early-access preview AI Gateway rate limits, token budgets, and refusal behaviors are described in blogs and roadmaps — no documented GA contract a customer can cite in an SLA.[1529297]	Not the focus Dedicates depth to data stewardship workflows; does not ship first-class concepts for agent type, per-agent cost ceiling, or behavior policy that survives model swap.[1529297]	Data-plane only Strong on data access policy; does not surface cost-attribution, denial-rate, or over-budget alert loops for AI agents.[1529297]	First-class agent-fleet model Agent type, per-agent cost ceiling, behavior policy that survives model swap, and audit-log-driven block / throttle / alert — all first-class objects, not notebooks.[1529297]
Pricing transparency Unity Catalog pricing scope [1544025]; Orbit pricing framing derived from brief's positioning wedge.	"Included" — inside only Unity Catalog is "included" with the platform, but "included" applies only to assets stored and processed inside Databricks. Cross-pipeline scope still bills separately.[1544025]	Per-seat, opaque Enterprise governance pricing is per-seat and console-bound; total-cost surface depends on negotiated license scope.[1544025]	Capacity-based Pricing scales with managed data volume across substrates; workable but opaque to a buyer comparing against a unified platform bill.[1544025]	Outcome-based Outcome-based pricing mapped to governed agent actions; spend and overage are observable line items, not a per-seat or per-volume multiplier.[1544025]
Metadata portability Lock-in wedge / audit portability section [1585438].	Workspace-bound Lineage and catalog metadata live in the Databricks workspace; exporting the system of record for agent behavior to a non-Databricks store is not a first-class flow.[1585438]	Exportable, license-gated Customers can export catalog metadata, but the agent-fleet action record is not the catalog — there is no governed-action export in the same shape.[1585438]	Exportable, license-gated Policy objects are exportable; runtime action records and over-budget alerts are not surfaced as first-class portable data.[1585438]	Customer-owned Audit log ships as first-class data the customer owns — queryable in their warehouse, exportable to their SIEM, not trapped in a vendor console behind a per-seat license.[1585438]