Self-serve alternatives to enterprise AI governance tools

If you just need an audit trail for your AI agent — not a full governance program — the enterprise tools can be more than you're looking for. Here's how to think about the choice.

The landscape

Established AI-governance and compliance platforms (for example Credo AI and Holistic AI) position themselves for comprehensive, organisation-wide governance programs — typically sales-led and enterprise-priced, per their own public positioning. That's the right fit for a large program with a dedicated governance team.

The gap

A smaller team shipping an agent often has a narrower, concrete need: produce a trustworthy record of what the agent did, to get through a SOC 2 / security review. For that, a full governance suite is overkill; what you want is self-serve and developer-first.

What to look for in a self-serve option

• Fast integration — ideally a one-line SDK, not a procurement cycle.
• Tamper-evident by design — append-only, hash-chained (see why that matters).
• Action + approval level, not just request logs.
• Exportable evidence and a clear retention policy.
• Your choice of hosting — self-host or hosted.