AI Agent Discovery

Find the agents that matter

See which agents are active, who owns them, and what they can reach across Microsoft Copilot, Claude, ChatGPT Enterprise, Gemini, and other approved AI platforms for the workforce.
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agents built by the workforce go unused after creation and remain undeleted

2026 State of Agentic Adoption Report by Opsin Labs
The Solution

An evidence-backed AI agent inventory

Opsin continuously inventories AI agents across sanctioned AI platforms, connecting each one to its owner, last activity, permissions, tools, and data reach.

Find Responsible Owners

Opsin identifies who built each agent rather than relying on a default owner assignment, so you can route remediation to someone who can act.

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Prioritize by Agent Activity

Distinguish agents in use from those with no recent activity, and decide which need attention.


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Map Agent Reach

See each agent’s access level, users, data sources, and connected capabilities in one place.

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How It Works

From agent sprawl to risk clarity

1

Connect at the API Layer

Agentless, delegated API access discovers agents across supported enterprise AI platforms without endpoint software, browser extensions, or employee surveys.
2

Map Agent Intent to Capabilities

Opsin classifies what each agent was built to do, then compares that intent with the data, permissions, and tools it can actually reach. The gap between the two is the risk.
3

Surface Agents Needing Attention

Opsin uses ownership and last activity to distinguish active agents from abandoned and ownerless ones, then prioritizes agents where sensitive access or high-impact capabilities combine with risky configurations.
4

Track Changes Over Time

Opsin automatically refreshes connected platform data on an ongoing cadence, capturing new agents and changes to ownership, activity, permissions, tools, and data reach.
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AI Agent Discovery
in action →
Customer Proof

Assess agent risk with confidence

‘‘
Finally, I have a way to assess agent risks based on its capabilities and whether those capabilities align with the intended purposes.
Jim Shelby, Global IT Security Engineer, Culligan
Jim Shelby photo
‘‘
I need to know whether an agent’s connection to sensitive systems is risky or legitimate. Opsin gives me the deep context to tell the difference.
Lior Eldad, VP of IT, UiPath
Lior Eldad photo
Related Solutions

Extend protection across the agent lifecycle

Opsin covers the full agent lifecycle, from discovery to enforcement.
AI Agent Discovery
FAQ

What is AI agent discovery?

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AI agent discovery is the process of building a complete inventory of the AI agents employees have created across enterprise AI platforms. Opsin connects by API and maps each agent to its owner, last activity, permissions, tools, and data reach, then keeps that inventory current as platforms change.

Which platforms does Opsin discover agents on?

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Opsin discovers agents across Microsoft Copilot, Claude, ChatGPT Enterprise, Gemini, and other enterprise-approved AI tools. See how this works for Copilot specifically on our Microsoft Copilot security page.

Does agent discovery require installing software on endpoints?

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No. Opsin uses agentless, delegated API access. There is no endpoint software, browser extension, or employee survey, and teams see their full agent inventory within 24 hours of connecting.

What is agent sprawl?

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Agent sprawl is the buildup of workforce-built agents that nobody tracks, owns, or retires. Opsin research found 1 in 3 agents go unused after creation and remain undeleted, each keeping its access the whole time. We analyzed what this looks like at scale in Claude agent sprawl: what 11,000 projects look like.

How does Opsin decide which agents need attention first?

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Opsin prioritizes using three signals together:

  • Ownership: does a real person answer for the agent, or is it ownerless
  • Activity: is the agent actively used or abandonedd 
  • Risk: does sensitive data access combine with high-impact capabilities

Agents where all three go wrong rise to the top of the queue.

How is agent discovery different from agent governance?

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Discovery builds the inventory: which agents exist, who owns them, and what they can reach. Governance acts on it: approving agents against policy and holding owners accountable. See Agent Governance.

What is an AI agent inventory?

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An AI agent inventory is a live list of every agent in your environment: who owns it, which platform it runs on, when it was last used, and what data, tools and permissions it can reach. Opsin builds it from platform APIs and refreshes it on an ongoing cadence, including draft agents that were never published. The inventory is the input for AI Agent Governance.

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Why do teams choose Opsin for agent discovery?

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Because there is nothing to install and nothing for employees to fill in. Opsin connects by API and covers Copilot, ChatGPT Enterprise, Claude and Gemini from one place.

  • Shows the real builder, not a default owner
  • Separates active agents from abandoned ones
  • Full inventory within 24 hours of connecting

Read how UiPath governs agents across ChatGPT Enterprise.

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Turn agent sprawl into risk clarity

See every agent, what it can reach, and what to fix.
See Opsin in action →
I need to know whether an agent’s connection to sensitive systems is risky or legitimate. Opsin gives me the deep context to tell the difference.
Lior Eldad
VP of IT, UiPath
Customer story →
Finally, I have a way to assess agent risks based on its capabilities and whether those capabilities align with the intended purposes.
Jim Shelby
Global IT Security Engineer, Culligan
Customer story →
For financial services organizations facing similar AI adoption challenges, I highly recommend partnering with Opsin. They provide the governance framework and ongoing oversight that enables confident, compliant AI deployment at scale.
Alex Bazay
CISO, Align Communications
Customer story →
Thanks to Opsin’s initial risk assessment, and their continuous monitoring of files introduced into our M365 environment, it gave me the confidence to recommend that we move forward.
Roftiel Constantine
Global CISO, Barry-Wehmiller
Customer story →
This was our wake-up call. Opsin helped us clean house and educate our data citizens, so we can confidently go live with Copilot.
Lisa Choi
Director Enterprise Architecture, Cascade
Customer story →
We had lived with some of these risks for years. AI just accelerated our timeline. With Opsin, we acted fast, which gave our business the confidence to adopt AI securely and at scale.
Amir Niaz
VP, Global CISO, Culligan
Customer story →
Working with Opsin helped me mature my own data classification and protection concepts. We were able to focus on the data that really mattered to our business and address the AI oversharing challenge fast.
Mike Schuetter
CISO, Encore Technologies
Customer story →
Thanks to Opsin’s risk assessment, we reduced our oversharing risk significantly and ensured proper rollout of AI while maintaining our data security and privacy policies. Opsin helps you detect and solve oversharing challenges continuously as you scale AI across your organization.
Dan Tabor
CISO, Healthmark
Customer story →
Opsin helps detect and remediate oversharing as you scale AI, preventing security incidents while preserving the productivity gains that make AI worthwhile.
Mihai Faur
CIO, UiPath
Customer story →
Opsin gave us exactly what we needed ─ clear visibility into our risk exposure across the environment. Now we can confidently move forward with our broader Copilot deployment knowing we understand what we’re dealing with.
Mike D’Arezzo
Executive Director of Security, Wellstar
Customer story →
I need to know whether an agent’s connection to sensitive systems is risky or legitimate. Opsin gives me the deep context to tell the difference.
Lior Eldad
VP of IT, UiPath
Customer story →
Finally, I have a way to assess agent risks based on its capabilities and whether those capabilities align with the intended purposes.
Jim Shelby
Global IT Security Engineer, Culligan
Customer story →
For financial services organizations facing similar AI adoption challenges, I highly recommend partnering with Opsin. They provide the governance framework and ongoing oversight that enables confident, compliant AI deployment at scale.
Alex Bazay
CISO, Align Communications
Customer story →
Thanks to Opsin’s initial risk assessment, and their continuous monitoring of files introduced into our M365 environment, it gave me the confidence to recommend that we move forward.
Roftiel Constantine
Global CISO, Barry-Wehmiller
Customer story →
This was our wake-up call. Opsin helped us clean house and educate our data citizens, so we can confidently go live with Copilot.
Lisa Choi
Director Enterprise Architecture, Cascade
Customer story →
We had lived with some of these risks for years. AI just accelerated our timeline. With Opsin, we acted fast, which gave our business the confidence to adopt AI securely and at scale.
Amir Niaz
VP, Global CISO, Culligan
Customer story →
Working with Opsin helped me mature my own data classification and protection concepts. We were able to focus on the data that really mattered to our business and address the AI oversharing challenge fast.
Mike Schuetter
CISO, Encore Technologies
Customer story →
Thanks to Opsin’s risk assessment, we reduced our oversharing risk significantly and ensured proper rollout of AI while maintaining our data security and privacy policies. Opsin helps you detect and solve oversharing challenges continuously as you scale AI across your organization.
Dan Tabor
CISO, Healthmark
Customer story →
Opsin helps detect and remediate oversharing as you scale AI, preventing security incidents while preserving the productivity gains that make AI worthwhile.
Mihai Faur
CIO, UiPath
Customer story →
Opsin gave us exactly what we needed ─ clear visibility into our risk exposure across the environment. Now we can confidently move forward with our broader Copilot deployment knowing we understand what we’re dealing with.
Mike D’Arezzo
Executive Director of Security, Wellstar
Customer story →