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October 23, 2026·Poyan Karimi

Glean Alternatives for Companies That Already Use Claude or ChatGPT

If your company already pays for Claude or ChatGPT, the best Glean alternative may be the assistant you already have, connected to your own systems. Glean is enterprise search and an assistant over your company data, built for large organisations. Many companies of 20 to 500 people want the same outcome, answers from their own CRM, files and finance system, without a new tool for everyone to learn.

Below: what Glean does well, the three kinds of alternative, how they compare, and when Glean is still the right call. We make one of the alternatives, Deployed OS, so read this as a vendor’s view; facts about the others are linked to their own sites, as of October 2026.

What Glean does well

Glean indexes company data across more than 100 apps and answers questions with each system’s permissions applied, so people only see what they may see. It has its own app and assistant, and now also an MCP server and MCP gateway so Claude, ChatGPT and other tools can use it. It is single-tenant and can be hosted by Glean or in your own cloud, and it states SOC 2 Type II, ISO 27001 and ISO 42001. Glean’s MCP documentation

It is built and priced for large organisations: per user, with model usage billed separately and no public list price. Glean’s pricing documentation

Three kinds of alternative

KindExamplesWhere people work
Another enterprise search productDust, Onyx, GoSearchIn the new product’s own app
A company AI workspaceLangdock, DustIn the workspace’s own chat app, with several models behind it
Your existing assistant plus a company connection layerClaude or ChatGPT with Deployed OS, or with another MCP gatewayIn Claude or ChatGPT, which they already use

The first two replace one tool with another. The third adds no new tool: the AI people already open every day gets access to the company’s systems, under the company’s rules.

Compared

GleanClaude or ChatGPT with Deployed OS
Main jobSearch and answers over indexed company dataAnswers and actions in your systems, inside the AI tool people already use
How data is reachedIndexed ahead of timeFetched live when someone asks
Each person sees only their own dataYes, source permissions appliedYes, each person signs in with their own login
Systems outside the connector listBuild your own with Glean’s indexing APIBuilt for you on request
Can act, not only answerThrough agents and actionsWhere you allow it: drafts, notes, tasks, per group
Built forLarge organisationsCompanies of 20 to 500
Indexing or live

Glean copies and indexes data so search is fast across everything at once. A connection layer such as Deployed OS fetches only what someone asks for, when they ask. Indexing wins when people search across hundreds of sources; live fetching wins when the questions are about current numbers in a few key systems, and when you would rather not hold a second copy of your data.

When Glean is still the right call

  • Search across a very large number of sources is the main need, not answers from a few key systems.
  • You are a large organisation that wants one vendor for search, assistant and agents, with ISO 27001 and ISO 42001 in place.
  • You want an AI tool for people who have none today, rather than connecting the one they already use.

How to choose

Start from what people do today. If the company already has Claude or ChatGPT seats and the questions are about customers, invoices, deals and documents in a handful of systems, connect those systems to the assistant you have. See the connectors in Deployed OS, or compare MCP gateways for companies. If the need is search across everything a large organisation has ever written, Glean is built for that.

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