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Insights on governing enterprise AI, plus answers to the questions teams ask most.

Read Blog & Resources Research, playbooks, webinars, and case studies on AI supervision, governance, and operational confidence. Browse articles ↓ Learn more FAQs Searchable answers on deployment, policy, and privacy, with direct access to our team for additional support. Browse FAQs ↓
Blog & Resources

Insights on governing enterprise AI.

Featured · White Paper

The Illusion of Control

Why AI Is Outpacing Enterprise Security Models & What to Do About It.

Poonacha Kongetira & Roland Cloutier · 10 min read →
The Illusion of Control
Latest articles
Notes from the CSO

After the Horse Has Bolted

What this year's agent incidents tell us about supervision.

Lawrence Spracklen · 7 min read →
Press release

Classie launches Supervise to track, control and account for enterprise AI agents in real time

Classie Supervise is now generally available.

October 1, 2026 →
Notes from the CSO

You Can Ace the Mock and Still Miss on the Day

Why great evals still need runtime supervision.

Lawrence Spracklen · 7 min read →
inBrief

AI Behaves More Like People Than Like Software

Our CEO on Truth in IT: shadow AI, surprise bills, and the two questions every enterprise has to answer.

Classie · 6 min read →
Notes from the CSO

The Night Shift Has Arrived

Coding agents now work through the night, unsupervised, and the results are remarkable. Three things worth checking before yours does.

Lawrence Spracklen · 7 min read →
Notes from the CSO

Who Sent the Agent?

The EU AI Act's August 2nd transparency deadline is not merely about chatbot labels. It is about identity, delegated authority and evidence.

Lawrence Spracklen · 9 min read →
Notes from the CSO

A Tale of Two Clicks

The account chooser is a trust boundary in disguise. One click keeps an AI app inside the company; the other builds a bridge no one can see.

Lawrence Spracklen · 8 min read →
Notes from the CSO

The R Was Imaginary. The Risk Is Not.

AI agents are getting more autonomous. Their supervision needs to catch up.

Lawrence Spracklen · 7 min read →
Webinar · Masterclass

You Can't Govern What You Can't See

The governance blind spots, a live demo of one ordinary connection that exposes data, and real-time supervision.

Ciberspring × Classie · Watch →
Fireside Chat

You Can't Read Your AI's Mind. So Watch What It Does.

Poonacha Kongetira on enterprise agents that behave like people — govern them by watching what they do.

AI Infra Summit · 9 min →
Notes from the CSO

All Models Are Wrong, But Some Won't Tell You When

George Box gave us a rule for wrong models: map the error. LLM agents keep the map to themselves.

Lawrence Spracklen · 6 min read →
White Paper

The Illusion of Control

Why AI Is Outpacing Enterprise Security Models & What to Do About It.

Poonacha Kongetira & Roland Cloutier · 10 min read →
White Paper

The Hidden Risk in Connected Knowledge Sources with AI

How connected knowledge sources, delegated OAuth access, and third-party integrations expand enterprise AI risk.

9 min read →
Solution Brief

AI Supervision for Microsoft 365 Copilot

Accelerate and Safeguard Microsoft 365 Copilot with Full-Context Visibility and Security.

12 min read →
Solution Brief

AI Supervision for Gemini (in Google Workspace)

Accelerate and Safeguard Gemini in Google Workspace with Full-Context Visibility and Security.

8 min read →
Solution Brief

AI Agent Supervision Platform

AI Agents are quickly becoming part of core business operations, but most organizations still lack visibility and controls.

6 min read →
Solution Brief

Classie OBS-SEC AI Supervision Platform

Supervise AI | Deploy Faster | Reduce Risk.

45 min read →
Learn more

FAQs

Getting Started

What problem does Classie solve?

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Most enterprises can't see what AI their people are running, can't explain why an output went wrong, and can't enforce policy in real time. Classie is the visibility and control layer that makes AI governable — Discover what's active, Analyze what happened, and Supervise risky behavior across users, GenAI apps, and agents.
Getting Started

What do I actually get after deployment?

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Four things: a live map of AI activity, an inventory of agents and GenAI apps, trace-level history of prompts, tools, files, and cost, and a policy view showing risky or non-compliant behavior. Practitioners operate it day-to-day; executives consume the summary posture, findings, and cost views.
Getting Started

How should we get started — policy first or visibility first?

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Visibility first. Install, observe your actual AI usage for a short period, then write policy against what you genuinely find rather than what you assume. Many teams begin with a single high-risk business unit or with the browser extension alone, then expand.
Getting Started

How quickly can we see value?

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Fast. A typical deployment is live in minutes, and the activity map and inventory start populating immediately — most teams surface unsanctioned tools and unexpected data connections in the first session.
Getting Started

Is Classie for executives or technical practitioners?

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Both, with different views. Security teams operate the console; executives and governance stakeholders get summary risk posture, policy findings, the AI activity map, and cost visibility.
Deployment & Sensors

How does Classie detect AI and agent activity?

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Classie covers the full surface through lightweight collectors across the browser, your infrastructure, and the desktop — so sanctioned tools, shadow AI, and autonomous agents all show up in one place.
Deployment & Sensors

Where can Classie be deployed?

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Private cloud and hybrid today, with on-prem coming soon. The platform is Kubernetes-native, and sensitive data stays inside your environment.
Observability

Why aren't our API call logs enough to monitor AI?

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API logs show that a call happened, not why it happened, who triggered it, what intent was behind it, or whether it broke policy — and they miss browser GenAI, desktop apps, and shadow AI entirely. Classie adds the context and correlation that make AI activity interpretable at scale.
Observability

Can Classie explain what happened when an AI answer went wrong?

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Yes. Classie reconstructs any session end-to-end, so you can see what the AI did, which data and tools were involved, and where it went off track.
Policy & Control

What supervision actions are available?

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Classie can act inline in real time — allowing, blocking, redirecting, or flagging risky interactions before they become incidents, with human-in-the-loop where it matters.
Policy & Control

Which compliance frameworks does Classie help with?

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Classie produces the audit trail, data-handling controls, and reporting needed to support frameworks such as SOC 2, and industry-specific AI governance obligations. Contact us for framework-specific detail.
Privacy & Trust

Does Classie train on our data?

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No. Your data is not used to train models. Classie is built so sensitive data stays within your control.
Privacy & Trust

What leaves our environment?

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Sensitive data stays inside your infrastructure, encrypted in transit and at rest. Classie can deploy privately so inspection happens within your perimeter.
Cost & Telemetry

How is AI cost measured?

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Classie meters AI usage and efficacy across prompts, agents, and models — so you can compare vendors, attribute spend, and cut usage that isn't earning its keep.
Cost & Telemetry

How does intent analysis work?

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Classie classifies each interaction by intent — productive, suspicious, or high-risk — reading context rather than keywords, so intervention can be precise.
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