EVE AI Core
The Infrastructure of No.
Both carry the word "governance," but they operate at different layers. Collibra runs the governance program for data and AI — a unified registry, end-to-end lineage, and framework-mapped compliance documentation, extended into AI through the Collibra AI Command Center. EVE CoreGuard is the deterministic runtime engine that turns a policy into an ALLOW / BLOCK / MODIFY decision on each action and signs the evidence. Here is a fair, architecture-level comparison.
Category: Enterprise data & analytics governance / catalog platform, extended into AI governance (Collibra AI Command Center).
Collibra is an enterprise data & analytics governance and catalog platform (~$5.25B valuation, Series G) that has extended into AI governance via its AI Command Center. It is a recognized Leader in Gartner's Magic Quadrant for Data and Analytics Governance Platforms (2025 and 2026) — note that is the data-and-analytics-governance Magic Quadrant, not the AI Governance Platforms Magic Quadrant. It holds SOC 2, ISO 27001, ISO 42001, and FedRAMP. Its strengths are genuine: a unified AI registry as a system of record, end-to-end data-and-AI lineage, and framework-mapped compliance documentation.
Collibra's model is governance workflow, registry, lineage, and documentation — not runtime blocking. AI lifecycle decisions are post-hoc (approve, stage, remediate, retire), and its deterministic "AI Trust Score" is an observational assessment metric, not a pre-execution gate that decides an action before it runs.
EVE CoreGuard is not a data catalog or GRC platform. It is the enforcement plane: a deterministic, pre-execution gate that decides each action against a versioned policy pack with no model in the verdict path, and emits a cryptographically signed, offline-verifiable decision certificate an examiner can replay. Collibra's registry, lineage, and EU AI Act / NIST framework mapping are a genuine category strength; the primitives EVE adds — a deterministic zero-LLM verdict, a signed per-decision certificate, offline third-party replay, and attestation-bound execution authority — are a publicly documented capability not identified for Collibra. The two layers are complementary.
A central catalog of AI models, agents, and applications with code-first CLI registration — one system of record for data and AI. EVE CoreGuard does not aim to be a portfolio registry.
Automated lineage across AWS, Azure, Databricks, Vertex, MLflow, and SAP, tracing AI systems back to the data that feeds them — a genuine strength distinct from runtime enforcement.
Framework-mapped compliance documentation with EU AI Act and NIST templates, plus a deterministic "AI Trust Score" for assessment — purpose-built for a structured data-and-AI governance program.
Compared on the dimensions that distinguish a deterministic governance enforcement plane from Collibra.
| Dimension | EVE CoreGuard | Collibra |
|---|---|---|
| Primary purpose | Deterministic pre-execution governance & enforcement (the enforcement plane) | Enterprise data & analytics governance / catalog, extended into AI governance (AI Command Center) |
| Enforcement timing | Pre-execution gate — decides ALLOW / BLOCK / MODIFY before the action runs | Governance workflow, registry, lineage & documentation; AI lifecycle decisions are post-hoc (approve / stage / remediate / retire), not runtime blocking |
| Decision model | Deterministic rule evaluation — same input always yields the same verdict | Governance workflow + a deterministic "AI Trust Score" (observational assessment metric, not a pre-execution gate) |
| Zero-LLM enforcement verdict | ✓ Zero-LLM enforcement verdict (Layer A) | — Publicly documented capability not identified. |
| Fail-closed runtime blocking | ✓ Fail-closed by default | — Post-hoc lifecycle governance, not runtime blocking; Publicly documented capability not identified. |
| Cryptographic decision certificate | ✓ ECDSA P-384-signed decision certificate per verdict | — Publicly documented capability not identified. |
| Offline / replay verification | ✓ Offline + replay verification | — Publicly documented capability not identified. |
| Runtime attestation | ✓ Runtime attestation (attestation-bound execution authority) | — Publicly documented capability not identified. |
| Signed audit lineage | ✓ Signed audit lineage (signed audit bus + Merkle roots) | Partial — extensive audit trail + automated data-and-AI lineage, but cryptographically signed, tamper-evident, offline-verifiable per-decision certificates: Publicly documented capability not identified. |
| AI registry & framework mapping | Partial — regulatory packs, not a portfolio registry | ✓ Core strength — unified AI registry, end-to-end lineage, EU AI Act / NIST templates |
| Deployment | SaaS, VPC, or on-prem — no data leaves your tenant | SaaS / FedRAMP cloud / hybrid / on-prem (Collibra Platform Self-Hosted); air-gapped Publicly documented capability not identified. |
✓ = publicly documented · Partial = partial / configurable · — = "Publicly documented capability not identified."
The difference is the layer, not the quality. Collibra governs the data-and-AI program: a unified registry, end-to-end lineage, and framework-mapped compliance documentation, with an AI Trust Score for assessment. EVE CoreGuard governs the runtime decision: it turns a policy into a deterministic ALLOW / BLOCK / MODIFY verdict on a specific action and produces signed, replayable evidence. Collibra's lineage and registry are a real strength EVE CoreGuard does not try to replace; but an assessment score and a post-hoc lifecycle workflow are not a deterministic, fail-closed, pre-execution control an examiner can reproduce exactly and verify offline. That is EVE CoreGuard's job.
Collibra's AI Trust Score is an observational assessment, and its lifecycle decisions are post-hoc. EVE CoreGuard returns the same ALLOW / BLOCK / MODIFY verdict for the same input before the action runs, attributable to a named rule, with no model in the verdict path.
Collibra documents extensive audit trails and automated data-and-AI lineage. EVE CoreGuard emits a per-decision ECDSA P-384-signed certificate an auditor can verify offline and replay deterministically — a signed, tamper-evident, per-decision certificate is a publicly documented capability not identified for Collibra.
A complete stack can use both: Collibra to register, catalog, and lineage-trace AI systems and map them to frameworks; EVE CoreGuard as the deterministic enforcement plane that decides and cryptographically proves each regulated action.
Choose Collibra when you already run (or want) an enterprise data catalog and need AI governance unified with data governance — one registry, end-to-end lineage, and framework-mapped compliance documentation across every cloud ML platform. It is a Gartner Magic Quadrant Leader for Data and Analytics Governance Platforms, and its data-and-AI lineage is a genuine strength EVE CoreGuard does not try to replace.
Choose EVE CoreGuard when you need to enforce a policy at the moment of the decision and prove it: a deterministic, fail-closed, zero-LLM pre-execution gate that returns ALLOW / BLOCK / MODIFY and emits a signed, offline-verifiable certificate mapped to a named rule in a versioned regulatory pack (ECOA/Reg B, SR 26-2, HIPAA, EU AI Act). Many enterprises run both — Collibra for the data-and-AI registry and lineage, EVE CoreGuard for deterministic, examiner-ready enforcement.
Book a review and we will walk your use case through EVE CoreGuard — including a signed decision record you can verify offline. Pilot from $37,500; Enforcement from $150,000/yr.
Comparison based on publicly available product documentation as of August 2026; competitor capabilities evolve — verify current specifics with each vendor. Capabilities not found in public documentation are marked "Publicly documented capability not identified." Each product named is a trademark of its respective owner; this independent comparison is not affiliated with or endorsed by them. Related: All comparisons · Benchmark · EVE CoreGuard.