What Glean is good at

Glean is the most polished version of enterprise search you can buy in 2026. The connector matrix is wide, the search ranking is competitive, and the IT-buyer story is well-rehearsed. If your goal is 'one search bar that hits Slack and Drive and Confluence and Notion at once', Glean does that well.

It's the right pick when the buyer is IT, the deployment is company-wide, and the user task is 'find the document I half-remember reading'.

Where Glean stops

Glean returns documents. Reconstructing the answer to 'what was decided about the migration?' is still on you. You read the eight retrieved artefacts in order, you reason about which one is canonical, you go on with your day.

That worked when the average team had one repository of truth (a wiki, a Confluence space). It stops working when decisions live in eight tools and the canonical record never got written down. Org memory is the layer that does the reconstruction for you.

What Cognia adds

A two-sentence answer with three citations to the artefacts that actually mattered. A relationship graph (the memory mesh) that knows the Slack thread, the PR, the Linear ticket, and the post-meeting summary are about the same incident. An action layer that lets a coding agent or a Slack bot do something with the answer (draft a calendar event, send a summary, capture a decision back into the graph).

The result is a tool engineering teams use daily, not a search bar IT logs into once a quarter to prove the contract was worth it.

When to pick Glean

If your buyer is IT, your deployment is company-wide, and you want a search bar across every SaaS app, Glean is the safer pick. The vendor relationship is mature, the procurement playbook is well-known, and the ROI story is easy to tell internally.

Cognia would be a stretch in that environment. Our Q&A interface needs people to ask questions, not just search, and that takes a couple of weeks of behavioural shift. If the team won't do the shift, the search bar is the better tool.

When to pick Cognia

If you're an engineering team that ships, you have decisions buried in Slack threads, you onboard new hires more than twice a year, and the words 'BYOK' or 'self-host' have come up in a procurement call: Cognia is the better fit.

We're cheaper, we're faster to install, the citations are first-class, and the system gets demonstrably better the more questions your team asks it. Try the demo and see whether the Polaris workspace can answer your team's actual questions.