The problem
The agents are running. But what decisions have they made?
Most organisations deploying AI agents have the same blind spot: the agents are running, but nobody can explain what they decided or why.
That creates risk for compliance teams, guesswork for finance, and noise for engineers. It also makes it nearly impossible to demonstrate ROI.
Which decisions have been reviewed? Which agents are operating within policy? No one knows.
Costs are rising. But which agents, decisions, and use cases are actually generating value?
Agents are running in production, but performance against real criteria is invisible until something breaks.
What Dauntless does
A complete record of every decision your agents make.
Dauntless is a lightweight instrumentation library that logs every agent decision and the actions that follow, regardless of which framework or model you're using. Every decision is linked to its outcomes and costs, so every team always knows what happened, why, and what it was worth.
The result is an AI Decision Register: a structured, queryable record of agent behaviour that every team in your organisation can use — in the language they already speak.
How it works
Three steps to full visibility.
01
Wrap
Add Dauntless to your existing agent stack in minutes. No framework lock-in — works with any agent library, model provider, or custom implementation.
02
Log
Every decision and action is recorded in a structured AI Decision Register. Decisions and actions are logged separately and linked by correlation ID — including async outcomes.
03
Understand
Surface the register through dashboards tailored to each team: compliance audit, cost attribution, ROI mapping, and engineering performance — all from the same data.
A view for every stakeholder
One register. Four audiences.
The same underlying data surfaces differently depending on who's looking. Dauntless is built for the whole organisation — not just the engineering team.
01
Compliance & Governance
An audit-ready record of every agent decision: policy flags, explainability, and a review queue for high-stakes decisions. Give legal and governance teams the evidence they need for EU AI Act accountability, without burdening engineering.
02
Finance & Operations
Cost attributed to every decision, by agent, team, and use case. Budget alerts and cost-per-outcome visibility to optimise spend — understand what your AI investment is actually costing, and where it's earning.
03
Leadership
Business outcomes mapped to agent activity. ROI by use case and a portfolio view across the organisation. The executive view that's currently missing from every agent deployment.
04
AI Engineering
Performance trends, error rates, and regression detection against a known baseline. Catch problems before they reach the business, not after. Not just whether your agents ran — whether they ran well.
Multi-stakeholder visibility is the design, not a bolt-on.
Deployment
Deploy your way.
Managed SaaS
Up and running in minutes. Dauntless handles the infrastructure — you get the dashboards. Suited to teams who want fast onboarding without ops overhead.
Self-Hosted
Runs entirely on your own cloud infrastructure. Agent decision data never leaves your environment — the right choice for regulated industries and EU AI Act compliance.
Get early access.
Join the early access programme and start seeing every agent decision your organisation is making — what it decided, what it cost, and whether it worked.
REQUEST EARLY ACCESS