Comprehensive discovery across all agents and platforms
Discovery finds every agent your organization is running, across every framework, cloud, and team. Most enterprises undercount their agents by three to ten times. Trust3 AI finds the ones nobody told you about.
AI agents are deployed faster than governance can track. For example, a developer may spin up a LangChain agent on Tuesday, a team may connect to Copilot Studio on Thursday, and a data scientist may build a Databricks Genie space on Friday. Most never make it into a registry, and likely never will.
This isn't a people problem. It's an infrastructure gap. Governance can't rely on self-reporting; discovery needs to happen automatically.
You can't observe agents you haven't found or enforce policy on agents you don't know exist. Discovery comes first.
Trust3 AI continuously scans connected platforms to maintain a live inventory of every agent — who built it, what it can access, which identity it runs under, and whether it's registered or shadow. Observability monitors that inventory, and Security enforces against it.
Trust3 AI connects directly to your existing platforms and automatically discovers every AI agent running across your environment. It pulls signals from CloudTrail logs, platform APIs, SDK activity, and audit trails into a single control plane.
If an agent is running in your infrastructure, it gets found — no manual reporting, no blind spots.
You get a continuously updated view of all agents across your data stack, so you always know what exists and where it's operating. No spreadsheets, no waiting on teams to self-report. Discovery runs in the background, keeping governance aligned with how fast AI is actually being deployed.
Shadow AI isn't just rogue tools on the edge. In most enterprises, it's agents your teams built and deployed on approved infrastructure like Databricks, Bedrock, and Copilot Studio, but were never registered with governance. Trust3 AI continuously scans these systems and surfaces them as soon as they appear.
You get visibility into agents using org-level API keys for models like OpenAI or Anthropic. Every call shows up in your inventory with ownership gaps and risk context, giving you the ability to triage issues as they appear instead of discovering them during audits.
Discovery populates a live inventory of every agent your organization is running, with the context you need to act on it. Every agent record shows:
| Field | What it tells you |
|---|---|
| Platform | Where the agent runs — Databricks, Bedrock, Salesforce, or custom infrastructure |
| Owner | Which team or individual is responsible |
| Identity | Which service principal or account the agent operates under |
| Data access | Which resources the agent can reach |
| Trust Score | Its current posture, from 0 to 100 |
| Status | Registered, unowned, or shadow AI |
Inventory is sortable, filterable, and searchable. One surface for your entire agent estate.
Every discovered agent receives a Trust Score: a 0 to 100 grade reflecting its current posture across four weighted dimensions. Not a vanity metric. A signal that tells you which agents need attention and why.
| Dimension | Weight | What it measures |
|---|---|---|
| Policy Compliance | 35% | Whether the agent violates active access or compliance policies |
| Scope Adherence | 25% | Whether the agent operates within its declared purpose |
| Security Posture | 25% | Identity strength, permission hygiene, and over-provisioning risk |
| Behavioral Baseline | 15% | Deviation from established usage patterns |
| Trust band | Meaning |
|---|---|
| TRUSTED | Operating within all policies, with no active violations |
| MONITORED | Minor issues detected, within acceptable range |
| AT RISK | Active violations or significant drift, requires attention |
| UNTRUSTED | Critical violations, should not be in production |
The score updates continuously as new activity is traced and policies are evaluated.
Every agent has an identity, and you should know what it can do. AI agents run on real credentials like service principals, service accounts, and API keys, each with real access across your stack. Trust3 AI maps these identities automatically so you can see what each agent can reach, who owns it, and where permissions go beyond intent.
Trust3 returns answers grounded in your live inventory, with links to the records. No SQL, no filters, no waiting for a report.