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Developer Tools · head to head

OpsLevel vs Zenlytic

OpsLevel logo

OpsLevel

Developer Tools

Internal developer portal that scores service ownership and production readiness

From
On request
Free plan
No
Visit OpsLevelFull review
Zenlytic logo

Zenlytic

Business Intelligence

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

From
On request
Free plan
No
Visit ZenlyticFull review

The short version

  • Only OpsLevel lists service catalogue; only Zenlytic lists zoe conversational agent.
  • Where Zenlytic falls short: pricing is not published and is negotiated per deal, so small buyers have no benchmark and no leverage.
  • Prices and features on this page were last checked on 31 August 2026.

Where they differ

Only the attributes on which OpsLevel and Zenlytic actually diverge.

Attributes where OpsLevel and Zenlytic differ
AttributeOpsLevelZenlytic
CategoryDeveloper ToolsBusiness Intelligence

Identical on both: starting price (On request), pricing model (Quote), free tier (No), platforms (Web).

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 OpsLevel

  • Service catalogue
  • Scorecards and rubric
  • Checks
  • Campaigns
  • Self-service actions
  • Slack and Teams integration
  • Catalogue auto-enrichment
  • Deployment on request

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.

OpsLevel

  • A platform team that needs to prove every production service has a named owner and an on-call rota before an auditnot Zenlytic
  • Driving a fleet-wide migration such as a runtime upgrade across 400 services with a deadline and visible progressnot Zenlytic
  • Giving developers a paved road to create a new service from a template without waiting on the platform teamnot Zenlytic
  • An organisation where an incident took an hour to route because nobody could identify the owning teamnot Zenlytic

Zenlytic

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

Where each one falls short

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

OpsLevel

  • OpsLevel does not publish prices at all, not even a starting figure, so you cannot size a budget or compare against Backstage's zero licence cost without entering a sales cycle
  • The Standard plan caps at 50 users, which is below the size at which service ownership becomes a real problem, so most genuine buyers land on Enterprise and its unpublished pricing
  • Scores are only as honest as the metadata teams maintain; where ownership records go stale the rubric produces confident numbers about a catalogue that no longer reflects reality, and leadership acts on them
  • It reports on quality rather than producing it, so it can generate friction between platform teams who set the rubric and product teams who see it as a scoreboard imposed on them without extra headcount to fix the findings
  • As a hosted product it needs read access to source control, cloud accounts and observability tooling, which is a meaningful vendor review in regulated environments; on-premises exists but only on the Enterprise tier

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

OpsLevel

On request
  • StandardOn request
    • Up to 50 users
    • Unlimited catalogued components
    • Scorecards, campaigns and the global rubric
  • EnterpriseOn request
    • Unlimited users
    • Custom integrations
    • Customisable dashboards

Zenlytic

On request
  • ZenlyticOn request
    • Annual contract quoted by seats and deployment
    • Semantic layer, dashboards and Zoe included
    • Embedded analytics licensed separately

Which should you pick?

Choose OpsLevel if

  • You need service catalogue.
  • You also want scorecards and rubric.
OpsLevel review

Choose Zenlytic if

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

Questions people ask

Is OpsLevel or Zenlytic better?
Neither clearly leads. OpsLevel 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, OpsLevel or Zenlytic?
OpsLevel starts at On request and Zenlytic at On request.
Does OpsLevel or Zenlytic run on more platforms?
Both run on Web, so platform support will not decide this one for you.
What is OpsLevel best used for?
OpsLevel is most often used for a platform team that needs to prove every production service has a named owner and an on-call rota before an audit, driving a fleet-wide migration such as a runtime upgrade across 400 services with a deadline and visible progress, giving developers a paved road to create a new service from a template without waiting on the platform team, an organisation where an incident took an hour to route because nobody could identify the owning team. Of those, a platform team that needs to prove every production service has a named owner and an on-call rota before an audit and driving a fleet-wide migration such as a runtime upgrade across 400 services with a deadline and visible progress are not what Zenlytic is typically brought in for.
What can OpsLevel do that Zenlytic cannot?
OpsLevel covers Service catalogue, Scorecards and rubric, Checks, Campaigns. Zenlytic covers Zoe conversational agent, YAML semantic layer, LookML import, Row and column permissions.

Answered from the vendors’ own pages

OpsLevel: How much does OpsLevel cost?

It does not publish pricing. Billing is per developer using the portal, with volume discounts, and a quote requires a sales conversation.

Zenlytic: Does Zenlytic publish pricing?

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

OpsLevel: How does it compare with Backstage?

Backstage has no licence fee but you staff a team to build and run it. OpsLevel is hosted with checks, campaigns and scorecards out of the box, and you pay per developer instead.

Zenlytic: Can it read my Looker model?

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

OpsLevel: Does it require writing catalogue YAML by hand?

No. It auto-discovers and enriches entries from connected systems, though teams still curate ownership and metadata.

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.

OpsLevel: Can it run on premises?

Yes, but only on the Enterprise plan.

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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