AI agent governance, compared.

Three genuinely different products are sold under one phrase. Buying the wrong shape is expensive, and the feature lists all look similar enough that it's easy to do. Here's the distinction that actually decides it — and where we don't fit.

The three shapes

Request-path gateways

Examples: Exemplar, Obot

These sit in front of the action. Every command, file access, or tool call is evaluated against policy before it executes and returns allow, ask, or deny. Exemplar's Relay is exactly this shape; Obot's MCP gateway routes agent access through a governed control plane.

The value is prevention. A call that violates policy never happens, which is the only way to guarantee an agent cannot touch production or exfiltrate a secret.

Pick this if your requirement is phrased as "this agent must never be able to do X." Prevention at the boundary is a gateway's job and it does it in real time, which nothing downstream can replicate.

GRC and compliance platforms

Examples: Trail

These manage the artifacts a regulator asks for: a registry of AI systems, risk assessments, policies, conformity documentation for the EU AI Act and ISO 42001, and automated evidence collection across tools you already run.

The buyer is usually GRC or compliance rather than engineering, and the deliverable is a defensible file, produced on a schedule, for an external body.

Pick this if your obligation is producing and maintaining compliance documentation for a regulation. That is a real, specific job and an operational ledger does not do it for you.

Work ledgers

This is us

These sit around the work. Not "was this call permitted" and not "is our paperwork in order," but: what was attempted, what evidence supports it, who approved it, what it cost, and can any of that be altered afterwards.

Provostry governs initiatives and work packages rather than individual calls. Completion is attested by CI rather than self-reported by the agent. Budgets attach to work and stop it at the ceiling. Approvals resolve to a named human. The whole record is append-only and hash-chained, and it self-hosts fully air-gapped.

Pick this if the question you'll eventually have to answer is "was this work actually done, who said so, and can you prove it a year from now?"

Side by side

What each shape actually answers

QuestionGatewayGRC platformWork ledger
Blocks a disallowed call before it runsYes — core functionNoNo
Produces regulator-facing conformity docsNoYes — core functionNo
Records who approved a specific piece of workApprovals on callsYes, on artifactsYes, per work item
Completion attested independently of the agentNot applicableVariesYes — CI attests
Record is tamper-evident, not just access-controlledVariesVariesYes — hash-chained, signed
Budget stops work rather than reporting overageCost routing / capsNoYes — escalates at ceiling
Runs fully air-gappedVariesVariesYes — no phone-home

Competitor rows describe each product's own published positioning, checked August 2026. "Varies" means we could not verify it from public material and did not want to guess. Products change — check theirs directly: Exemplar · Trail · Obot.

The honest part

These compose; they don't substitute

The temptation in a page like this is to argue that one shape subsumes the others. It doesn't, and pretending otherwise would fail on contact with anyone who has actually deployed this.

A ledger cannot stop a call. If an agent should never be able to write to your production database, a record saying it did is not a control — you needed a gateway. A gateway cannot tell you whether the work was any good. It permitted a thousand calls; that says nothing about whether the feature shipped, whether anyone verified it, or what it cost. And neither one produces your EU AI Act file.

A reasonable mature stack has a gateway at the boundary, a ledger around the work, and a compliance platform if a regulator is asking. The mistake is buying one and believing you bought all three.

Questions

Common questions

What's the difference between a gateway and a governance ledger?
A gateway decides in real time whether an action is permitted, before it runs. A ledger records what was done, who approved it, and what evidence existed. Different questions.
Do I need an AI governance platform for the EU AI Act?
If the obligation is conformity documentation, yes — that's what GRC platforms are for. If it's demonstrating specific work was verified and approved, that's an operational record.
Can I use a gateway and a ledger together?
Yes, and many should. They enforce and account for different things.

Test it

Don't take the table's word for it

We publish the criteria we think this category should be judged on, including the ones we'd fail. Run them on us.

Six things a governance system must prove →

Related: audit trail for AI agents · budget controls · self-hosting.