Glean alternatives for software teams in 2026

The key points at a glance

• Glean is a platform for larger companies, brought in through sales, a pilot and IT; prices are not public.
• Which alternative fits depends on what you wanted. Often the connectors of ChatGPT or Claude already search your tools.
• For Jira and Confluence there is Rovo, for Notion Notion AI, for files and databases amber.
• What gets decided on calls, or what only your experts know, Scibly and wingmaite bring in.
• Scibly replaces none of these: it joins ChatGPT, Claude, Copilot and Cursor, beside their connectors.

What is a good Glean alternative for a software team?

That depends on what you wanted from Glean. Often it is no new tool: if your team already works in ChatGPT or Claude, their connectors search your tools. For Jira and Confluence there is Rovo, for Notion there is Notion AI, for files and databases amber. What gets decided on calls, or what only your experts know, none of them finds. For that there is Scibly, our own product, and wingmaite.

What did you want from Glean?What there isAnswers from our tools, in our AISearch in Jira and ConfluenceAnswers from NotionSearch in files and databasesWhat gets decided on callsWhat only a few experts knowChatGPTClaudeNotion AISciblythat's us

• ChatGPTIn ChatGPT

  Company Knowledge answers from your connected apps, with links to the sources. Business from $20 per seat a month. Source

  Scibly joins as a custom MCP server.

• ClaudeIn Claude

  Enterprise search asks your connected tools when you ask, with sources. Team plan for 2 to 150 people. Source

  Scibly runs in it as a connector.

What is Glean?

Glean is a platform for larger companies: one search across every connected tool, plus an AI assistant and agents for everyone (glean.com). It is brought in through sales, with a pilot and an IT project. Prices are not on the website.

For a company with many tools and an IT department, that is strong. A software team notices the difference at setup: whoever connects Glean to Google Drive must be a Super Admin in the company's Google account (Glean docs). That is the highest admin role in Google Workspace, and through it Glean reads everyone's files at once. A team then waits until someone with that role agrees.

In Scibly, each person instead connects their own Google account and Notion in one click, as when signing in with Google, and Scibly reads what that person may open. The downside: each person connects on their own, instead of one admin approval covering everyone at once.

Where does your team work with the knowledge?

Glean, Rovo and amber bring their own interface where you search and ask. Scibly brings your team's knowledge into the AI your team already works in, in ChatGPT, Claude, Copilot or Cursor. That runs over MCP, the open standard an AI assistant uses to call outside tools. The connectors already running there stay.

The full comparison is at Scibly and Glean, every tool in the comparison.