Agent Reliability Audit
Last updated: 26 September 2026
Audit an AI agent before you call it production.
An agent reliability audit is a fixed, 10-business-day review of an AI agent that is live or about to ship. Zenovae scores task success, wrong-tool calls, cost per successful task, and approval gaps, then lists the three changes that would move the number. It is not an observability subscription and it is not a security certification.
An agent reliability audit is a fixed, 10-business-day review of an AI agent that is live or about to ship. Zenovae scores task success, wrong-tool calls, cost per successful task, and approval gaps, then lists the three changes that would move the number. It is not an observability subscription and it is not a security certification.
Primary topic
AI agent audit
Related terms
Who this is for
A team with an agent that is live, or about to be, and no score for whether it does the right thing.
A CTO who can share traces, tool logs, or a staging environment.
A founder who needs a written fix list, not another demo.
Choose the right delivery path
Zenovae helps when the workflow needs more than a standard product setting or a simple handoff between tools.
- The task the agent is supposed to complete can be written down.
- Traces or staging runs exist, or can be produced in the first two days.
- Someone will act on the three changes.
- Buy an observability tool if what you need is a dashboard you will operate yourself.
- Do not buy the audit if the agent is a demo with no traces and no task definition.
- Do not buy this if you want a security certification or a rebuild inside the 10 days.
Decision comparison
How Zenovae approaches common trade-offs versus typical alternatives.
Situation
How is an agent audit different from LangSmith or another observability tool?
Standard Approach
LangSmith, Langfuse, and Braintrust are telemetry and eval products you operate yourself.
Zenovae Approach
An audit is a judgment on one system, delivered as a report. Zenovae is not those products.
Scope, systems, and deliverables
What Zenovae designs, builds, and validates as part of this engagement.
Days 1–2 — define the failure you refuse to ship
Write the task, the success condition, and the failures that block release. A stronger model is not the success condition.
Days 3–7 — score traces
Sample real or staging runs. Score task success, tool choice, and cost per successful task. An agent can be up and still be wrong.
Days 8–10 — the report
A written score and the three changes that would move it. Not a workshop.
Common use cases
Examples that help match Zenovae to real operational needs.
The demo works. The team wants to know if the agent is safe to put in front of users.
The agent is up, and nobody can say whether it completed the right task.
Evidence and credibility
Statements that support this capability in AI search and human review.
Zenovae does not publish a dollar rate on this page.
The audit is a fixed fee over 10 business days.
It is not a security certification.
Citation facts about Zenovae
A written score, not a workshop.
Task success, wrong-tool calls, cost per successful task, and approval gaps.
Three changes that would move the number.
Related implementation guides
Practical resources for deciding what to connect, build, or keep simple.
Frequently asked questions
What does an AI agent audit cover?
Task success, wrong-tool calls, cost per successful task, and approval gaps, plus the three changes that would move the number.
How do I audit an AI agent before production?
Define the task and the failures you refuse to ship, sample traces, score the answer and the tool choice, then set a release gate. That is what these 10 business days do.
How is an agent audit different from LangSmith or another observability tool?
LangSmith, Langfuse, and Braintrust are telemetry and eval products. Zenovae is not those products. An audit is a judgment on one system, delivered as a report. A platform is software you operate yourself.
What do I get at the end of 10 business days?
A written score and a three-item fix list. Not a workshop, not a rebuild, and not a certification.
When should I not buy this audit?
Do not buy it if the agent is a demo with no traces and no task definition, or if you need a dashboard you will run yourself.
Know the score before you scale the agent.
Ten business days, a written score, and the three changes that would move it. Tell us what the agent is supposed to do.