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Business Intelligence · head to head

Glean vs Zenlytic

Glean logo

Glean

Business Intelligence

Work AI that Works

From
On request
Rated
-
Full reviewWebsite
Zenlytic logo

Zenlytic

Business Intelligence

Conversational analytics on a governed semantic layer that shows you the SQL it ran

From
On request
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: Glean no pricing published on website; enterprise sales model requires demo request; Zenlytic answer quality is bounded by the semantic model, so a team without a maintained dbt project and metric definitions must complete a modelling project before the AI is useful at all.
  • Prices and features above were last checked on 31 August 2026.

Where they differ

Only the attributes on which Glean and Zenlytic actually diverge.

Attributes where Glean and Zenlytic differ
AttributeGleanZenlytic

Identical on both: starting price (On request), pricing model (quote), free tier (No), platforms (Web), user rating (Not yet rated), category (Business Intelligence).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Glean

Nothing recorded that Zenlytic does not also cover.

Only in Zenlytic

  • Zoe conversational agent
  • YAML semantic layer
  • LookML import
  • Row and column permissions
  • Dashboards
  • dbt integration
  • Embedded analytics
  • Query transparency

What people use each for

The jobs each tool is most often brought in to do.

Glean

  • Onboarding new employees across distributed teams to company knowledgenot Zenlytic
  • Maintaining centralized searchable intranet for compliance requirementsnot Zenlytic
  • Surfacing historical archived content for editorial and sales teamsnot Zenlytic
  • Creating AI agents through natural language without engineersnot Zenlytic
  • Reducing language model costs by filtering unnecessary datanot Zenlytic

Zenlytic

  • A data team of three fielding sixty ad hoc requests a week from operators who could answer them in chat insteadnot Glean
  • An ecommerce company where merchandisers need cohort and margin questions answered without waiting for an analystnot Glean
  • A Looker customer looking for an exit that can import existing LookML rather than remodel from scratchnot Glean
  • A finance team that needs every AI-generated number to show its SQL before it goes in a board packnot Glean

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Glean

  • No pricing published on website; enterprise sales model requires demo request

Zenlytic

  • Answer quality is bounded by the semantic model, so a team without a maintained dbt project and metric definitions must complete a modelling project before the AI is useful at all.
  • It is a small venture-funded company in a category that Snowflake, Databricks and Microsoft are all building into natively, which is a real procurement risk on a multi-year contract.
  • Pricing is not published and is negotiated per deal, so small buyers have no benchmark and no leverage.
  • The visualisation and dashboard layer is thinner than established BI tools, so teams wanting pixel control over reporting will find it limiting.
  • It assumes a cloud data warehouse; organisations with data spread across operational databases and spreadsheets have to consolidate first, which is the expensive part of the project.

Pricing, plan by plan

Glean

On request

No published plan breakdown. See the Glean review.

Zenlytic

On request
  • Zenlytic$undefined/year
    • Annual contract quoted by seats and deployment
    • Semantic layer, dashboards and Zoe included
    • Embedded analytics licensed separately

Which should you pick?

Choose Glean if

Nothing in the data separates Glean from Zenlytic on the points above - pick on price and on how each one feels to use.

Glean review

Choose Zenlytic if

  • You need zoe conversational agent.
  • You also want yaml semantic layer.
Zenlytic review

Questions people ask

Is Glean or Zenlytic better?
Neither clearly leads. Glean starts at On request and Zenlytic at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Glean or Zenlytic?
Glean starts at On request and Zenlytic at On request.
Does Glean or Zenlytic run on more platforms?
Both run on Web, so platform support will not decide this one for you.
What is Glean best used for?
Glean is most often used for onboarding new employees across distributed teams to company knowledge, maintaining centralized searchable intranet for compliance requirements, surfacing historical archived content for editorial and sales teams, creating ai agents through natural language without engineers. Of those, onboarding new employees across distributed teams to company knowledge and maintaining centralized searchable intranet for compliance requirements are not what Zenlytic is typically brought in for.
What can Glean do that Zenlytic cannot?
Zenlytic covers Zoe conversational agent, YAML semantic layer, LookML import, Row and column permissions.

Answered from the vendors’ own pages

Glean: How much does Glean cost?

Glean does not publish pricing on its website. The platform uses an enterprise sales model where customers request a demo and pricing is determined through direct consultation with the sales team.

Source
Zenlytic: Does Zenlytic publish pricing?

No. Contracts are quoted annually based on seats and deployment scope.

Glean: Does Glean offer a free tier or trial?

No free tier information is available on Glean's website. Interested users must request a demo to learn about trial options and pricing.

Source
Zenlytic: Can it read my Looker model?

Yes, it imports LookML, which is the main reason Looker customers evaluate it.

Zenlytic: Does it write arbitrary SQL against my warehouse?

No. Queries are constrained to the semantic layer, and the generated SQL is shown with every answer.

Zenlytic: Do I need dbt?

Not strictly, but the product is designed around a modelled warehouse and works poorly without one.

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