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Comparison

Assembled from parts, you get four trust roots. AGA carries all four guarantees under one.

Runtime AI governance needs four guarantees at once: provenance, policy, attestation, and ordering, anchored to a single trust root. Each mature tool was built to carry one or two of them. The question is not who has more features; it is what composing them costs you: four trust roots, four verifier procedures, and no single continuity chain.

CategoryProvenancewhere software came fromPolicywhat is permittedAttestationwhat ranOrderingin what sequence

Sigstore / SLSA

build provenance

Open Policy Agent (OPA)

admission-time policy

RATS Attestation

platform integrity

Certificate Transparency

append-only ordering

Attested Governance Artifacts

one trust root for all four

Filled dot: full coverage. Open ring: partial. Dash: none.

Composing rows 1 through 4 produces four separate trust roots and four verifier procedures. AGA delivers all four guarantees on a single continuity chain by sealing hashes of the relevant inputs, and it composes with, rather than replaces, a dedicated build-provenance or platform-attestation system. What it does not deliver is a transparency log’s split-view detection: the checkpoint is signed inside the operator’s boundary, so a self-contained bundle cannot show that no second history was published to someone else. Where that matters, publish the checkpoint to an append-only log; AGA composes with one rather than replacing it.

Composing point tools yields four trust roots and four verifier procedures; AGA carries all four guarantees under a single continuity chain. The architecture is the subject of USPTO Application No. 19/433,835, pending.

Where each approach stops

Each one solves a real problem, and stops at a real boundary.

These are factual technical comparisons. Where the tools are complementary, we say so, and most of them are.

OPA / Rego

covers admission-time policy

It answers “is this permitted?” at a decision point but does not act on the decision at runtime, does not produce signed proof that governance occurred, and does not generate offline-verifiable evidence. Layer AGA on top for the sealed decision boundary and the tamper-evident receipt chain; effecting the decision is wired per deployment.

Sigstore / SLSA

covers build-time provenance

It proves an artifact was built and signed correctly before release, then its job is done. AGA operates after deployment: it produces a tamper-evident record of the running system's governance decisions and flags drift from the sealed baseline during execution. Sigstore covers the supply chain; AGA covers runtime. They compose.

Blockchain audit trails

covers append-only ordering via consensus

Consensus buys immutability at the cost of latency, expense, and an external infrastructure dependency that is impractical for real-time governance. AGA achieves tamper evidence through hash-linked receipts and Merkle proofs verifiable offline, with no chain, no network, and no consensus.

TEE / confidential computing

covers hardware-isolated execution

A TEE proves code ran in a protected enclave, but whether that code applied correct governance policy is a separate question, and its evidence stays bound to a hardware vendor. AGA evidence verifies anywhere with standard Ed25519 and SHA-256. A TEE can harden the gateway without replacing it.

Don't take the table's word for it.

Verify a real evidence bundle yourself, read the architecture, or get in touch about your deployment.