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Cogito vs Glean

A shared business brain. Without the enterprise rollout.

Glean is built for 1000+ employee enterprises and a multi-week procurement cycle. Cogito is a shared AI brain for teams of 1 to 100, deployed in Slack via OAuth in minutes, with self-hosted deployment available on Enterprise.

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In one sentence

Glean is enterprise AI for 1000+ employee organizations with formal procurement. Cogito is a shared AI brain for teams of 1 to 100, deployed in Slack via OAuth, with self-hosted deployment available on Enterprise.

What Cogito does that Glean doesn't

The angles that actually differ. Different on every comparison because the leverage is different on every comparison.

Knows AND does, not just answers

Cogito doesn't stop at the answer. It drafts the email, files the Linear ticket, updates records, posts to Slack, all with human-in-the-loop approval. Glean is built for enterprise search and Q&A; cross-system action with deep API integration isn't part of what ships.

Live in an afternoon, not next quarter

OAuth setup in minutes, end-user driven, no IT ticket required. Glean is built for the multi-week enterprise rollout, by design.

Flat per-workspace pricing

From $69/mo with unlimited users, on the public pricing page. Glean requires a demo and an enterprise contract before you see a number.

Self-hostable on Enterprise

Single-tenant deployment on customer infrastructure available today. Glean is cloud-only.

Built for teams of 1 to 100

Cogito's depth and procurement model fit smaller, faster-moving teams. Glean is built for 1000+ employee enterprises with formal IT.

Has personality, cites every claim

Cogito argues when it thinks you're wrong, concedes when you make a good point, and grounds every answer with deep links. Glean is built for enterprise search and Q&A; opinionated voice isn't part of what they ship.

Open source on roadmap

Cogito is being built toward open source so customers can audit the code that handles their data. Glean is and will remain a closed enterprise platform.

Which one fits your team?

Best for Glean

  • 1000+ employee enterprises with formal IT procurement
  • Companies ready to invest in a multi-week enterprise rollout
  • Workplaces that need 100+ pre-built connectors on day one

Best for Cogito

  • Teams of 1 to 100 that want this running this week, not next quarter
  • Companies that want self-hostable deployment on Enterprise without a procurement cycle
  • Buyers who want flat per-workspace pricing instead of an enterprise contract

Side by side

Sourced from Glean's public docs and Cogito's own site. We update this when either changes.

Feature
Cogito
Glean
Target team size
1 to 100
1000+
Setup model
OAuth in minutes
Multi-week enterprise rollout
Public pricing
Yes, on the pricing page
Demo required
Self-hostable
Yes, on Enterprise
Cloud only
Pricing model
Flat per-workspace, unlimited users (from $69/mo)
Enterprise contract, demo required
Vendor independence
Standalone
Standalone
Cites sources with deep links
Yes
Yes
Compliance
GDPR-ready, SOC 2 and ISO 27001 on roadmap
SOC 2 Type II, ISO 27001, HIPAA, GDPR

Where Glean breaks down

Glean's depth and procurement model fit at 1000+ employees with formal IT. At 30 people, the rollout investment dwarfs the value before any team gets the AI. Glean isn't designed to ship in an afternoon - that's not the shape of the buyer they were built for.

In practice

Six months in, your CRO asks 'why did we change our enterprise pricing in March?'

Cogito

Cogito surfaces the Slack debate from January, the Notion strategy doc where the reasoning was written down, the customer feedback in Intercom that drove it, and the personal email thread with finance approving the change.

Glean

Glean retrieves the document that summarizes the change, if someone wrote it up. Decisions that lived in conversations and across systems surface less reliably.

More common workflows

Concrete day-to-day moments where the architecture difference shows up.

Scenario

A new engineer joins on Monday. By Friday they need to be productive.

Cogito

They get added to Slack, OAuth into Cogito, and inherit the same team brain everyone else uses. By Friday they are asking the same questions about customers, deals, and architecture that the staff engineers ask. Onboarding is the workspace invite plus a connect step.

Glean

Glean is shaped for an enterprise identity rollout: SSO provisioning, group memberships, access reviews. The first useful query usually waits on IT. The deployment depth that fits a 5000-person org is the same depth that slows a 30-person org down.

Scenario

Friday afternoon, you want to add a new tool to the team brain.

Cogito

Anyone with admin access opens Cogito, clicks connect, OAuths the new tool, and it is reasoning across the new data within minutes. No procurement, no SOW, no ticket.

Glean

Adding a new connector at most enterprise scale runs through IT and procurement. The connector exists; the path to turning it on is the multi-week one Glean was designed for.

Not another AI tool

Three different shapes of AI for business. Cogito is structurally different from each.

Personal chat AI

One person at a time.

Per-user chat assistants. Each person builds their own context from scratch. No shared team brain, no organizational memory, no cross-user permission scoping.

Glean

Enterprise depth. Enterprise procurement.

Built for 1000+ employee orgs with formal IT, multi-week rollouts, and demo-only pricing. The depth is real, but the procurement cycle doesn't fit faster-moving teams under 100.

Cogito
Cogito

A business brain

All systems. One mind. No platform agenda.

Sees every system at once. Cites every claim with deep links. Pushes back when you're wrong. Acts across the stack with approval.

Should you switch?

If your organization is past 1000 people and needs Glean's specific compliance footprint today, Glean is the right fit. If you are under 100 people and want a shared AI brain that runs in Slack this afternoon, Cogito is built for you. Many companies start with Cogito and graduate to a heavier platform later, after the use case is proven.

Cogito's integrations that matter here

First-class API depth on the tools where Glean buyers usually compare.

Notion
Linear
Slack
Intercom

Common questions

If Glean is meeting your needs, you do not need Cogito. If you want a Slack-first conversational brain for a smaller team that ships fast, with self-hostable Enterprise deployment, Cogito is built for that.

No. Glean has 100+ connectors and enterprise compliance certifications we are working toward. Cogito intentionally narrows scope so a team of 1 to 100 can be productive in an afternoon, with the integrations most teams that size actually use. If you need an integration we don't have, you can request it from inside the app and we ship most new integrations in around 3 days.

Cogito scales beyond 100, but we are most differentiated for teams under that size. Above 1000, the heavier enterprise feature set in Glean may matter more.

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Last reviewed May 13, 2026

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