AI Detection & Response for Microsoft Copilot, ChatGPT Enterprise, and GenAI Tools

Your AI policy exists on paper. Opsin makes it enforceable. Monitor prompts and uploads across Copilot, ChatGPT Enterprise, and Gemini. Detect suspicious behavior and policy violations in real time. Respond before exposure becomes a breach.
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agents built by the workforce go unused, forgotten, or orphaned after creation and are never deleted

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2026 State of Agentic Adoption Report by Opsin Labs

The Solution

Slow, Context-Poor Investigations

Opsin turns AI usage into a security surface you can monitor, audit, and enforce.

Agent Visibility

Opsin continuously discovers employee-built and enterprise AI agents across your environment, maintaining an inventory that stays current as agents are created, changed, and shared.

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Full Context Mapping

Opsin builds a clear picture of each agent’s reach by mapping permissions, data access, tools, connected systems, and the identities involved.

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Root-Cause Remediation

Opsin helps resolve risk at the source with policy-driven remediation and enforcement as agents, users, and permissions change.

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How It Works

How It Works: From First Policy to First Resolved Alert — in 3 Steps

Step 1: Connect AI Tools and Enable Policies

Securely connect Opsin to Microsoft 365 Copilot, ChatGPT Enterprise, and other supported AI tools. Turn on out-of-the-box detections for sensitive data exposure, jailbreak attempts, and insider-risk behaviors. No custom rules required.

Step 2: Monitor AI Interactions and Detect Violations

Opsin continuously analyzes prompts, uploads, and web queries for risky patterns. Sensitive data shared externally, jailbreak attempts, and abnormal behavior become policy-aligned alerts with severity, context, and recommended next steps.

Step 3: Investigate, Respond, and Prove Compliance

Analysts open an alert and see the full picture: actor, AI app, time, data classification, why it was flagged, and related activity from the same user. From there, they notify the user, escalate to legal, or document outcomes for audits. Every action is logged.

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Customer Proof

Assess Agent Risk with Confidence

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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
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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

Related Solutions

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Opsin turns AI usage into a security surface you can monitor, audit, and enforce.

Frequently Asked Questions

What is AI Detection & Response?

AI Detection & Response monitors how employees use GenAI tools, detects policy violations and sensitive data exposure, and provides full context for security, GRC, and legal teams to investigate and respond.

What it covers:

  • Prompts and uploads containing PHI, PII, source code, contracts, or customer data
  • Policy violations detected in real time across Copilot, ChatGPT Enterprise, and other AI tools
  • Suspicious behavior including repeated high-risk queries, jailbreak attempts, and insider-risk patterns
  • Full audit trail for compliance reporting and investigations

Learn more about Microsoft Copilot security.

Which AI tools does Opsin support for detection and response?

Opsin supports enterprise AI platforms where sensitive data exposure and policy violations are most likely.

Supported platforms:

  • Microsoft 365 Copilot across SharePoint, OneDrive, Teams, and web experiences
  • ChatGPT Enterprise monitoring prompts and data shared with OpenAI
  • Google Gemini with visibility into Google Workspace interactions
  • Other enterprise AI tools as your program expands

The platform evolves as AI tools change, so your detections stay current without constant re-engineering.

Learn more about ChatGPT Enterprise security.

What types of risky behavior can Opsin detect?

Opsin ships with out-of-the-box detections for common GenAI risks. No custom rules required.

Detection categories:

  • Sensitive data in prompts including PHI, PII, customer data, financials, and IP
  • File uploads into AI chats that may expose confidential content
  • Web search exposure through AI-powered search flows
  • Jailbreak attempts and AI safety control bypass
  • Insider-risk patterns including repeated high-risk queries and abnormal sensitive data access

You can customize workflows and thresholds, but you never start from a blank page.

How does Opsin protect user privacy while monitoring prompts?

Opsin balances security oversight with employee privacy.

Prompts and responses are masked by default. Only authorized reviewers can reveal content, and access is fully logged. There's no bulk surveillance of routine AI usage.

You get the oversight required for security and compliance without creating a new privacy problem.

How is AI Detection & Response different from traditional DLP or SIEM tools?

Traditional DLP and SIEM tools weren't built for GenAI. They monitor network flows and file events, not natural-language prompts and AI-driven queries.

Key differences:

  • AI-native understanding of prompts, responses, and app context rather than generic traffic
  • GenAI-specific detections for jailbreaks, sensitive data exposure, and insider-risk behaviors
  • Full context in one alert including actor, AI tool, time, data classification, and reasoning
  • No regex rules to write since policies are pre-built for AI usage patterns

Opsin integrates with your existing security stack while focusing specifically on AI misuse.

What is the difference between AI Detection & Response and Ongoing Oversharing Protection?

Ongoing Oversharing Protection monitors what AI tools can access. AI Detection & Response monitors what employees actually do with AI tools.

When to use each:

  • Ongoing Oversharing Protection: Detects when sensitive data becomes accessible through permission misconfigurations. Fixes exposure before AI can surface it.
  • AI Detection & Response: Monitors prompts, uploads, and behavior in real time. Catches policy violations and insider-risk activity as they happen.

Most organizations use both. Oversharing protection secures the data layer. Detection and response secures the usage layer.

Learn more about Ongoing Oversharing Protection.

Does Opsin automatically block AI usage?

No. Opsin focuses on detection, investigation, and coordinated response.

When policies are violated, you receive risk-classified alerts with recommended actions: user education, escalation to legal, or follow-up investigation. Context flows into your existing SOC and GRC tools.

This lets you respond proportionally rather than bluntly blocking AI and slowing the business.

Can Opsin correlate behavior over time for a specific user?

Yes. Alerts are tied to actors, so you see the full picture of AI-related behavior over time.

One-off mistake or repeated pattern? You'll know. Historical context for insider-risk investigations? It's there. Departing employee with unusual query volume? Flagged.

This is especially valuable when investigating potential data exfiltration or policy abuse.

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