The problem
The agents are running. But nobody can explain what they decided.
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. It links them using a correlation ID, so you always know which decision led to which outcome, and what it cost.
The result is an Agent 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 Agent 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. Built for EU AI Act accountability requirements — give legal and governance teams the evidence they need, without burdening engineering.
02
Finance & Operations
Token costs, compute spend, and cost-per-outcome — attributed to specific agents and use cases. Understand what your AI investment is actually costing, and where it's earning.
03
Leadership
Map agent activity to business outcomes and understand the ROI of your AI investment across the organisation. The executive view that's currently missing from every agent deployment.
04
AI Engineering
Monitor agent performance against evaluation criteria and catch regressions before they reach the business. Not just whether your agents ran — whether they ran well.
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.
Be the first to know when Dauntless is ready.
Dauntless is in early development. If you're deploying AI agents at scale and want visibility into what they're doing, get in touch — we're looking for design partners.
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