Business Intelligence · head to head
Amazon QuickSight vs Zenlytic

Amazon QuickSight
Business Intelligence
Scalable, serverless BI by AWS
- From
- $3/month
- Rated
- -

Zenlytic
Business Intelligence
Conversational analytics on a governed semantic layer that shows you the SQL it ran
- From
- On request
- Rated
- -
The short version
- Each has a real cost: Amazon QuickSight reader and Reader Pro roles charged separately at $3 and $20/month; 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.
- They diverge on capability: Amazon QuickSight covers SPICE In-memory Engine, Zenlytic covers Zoe conversational agent.
- Prices and features above were last checked on 31 August 2026.
Where they differ
Only the attributes on which Amazon QuickSight and Zenlytic actually diverge.
| Attribute | Amazon QuickSight | Zenlytic |
|---|---|---|
| Starting price | $3/month | On request |
| Pricing model | per-user | quote |
| Platforms | AWS | Web |
| Founded | 2006 | Unknown |
Identical on both: free tier (No), 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 Amazon QuickSight
- SPICE In-memory Engine
- ML Insights
- Natural Language Queries
- Embedded Analytics
- Pay-per-session
- Redshift
- S3
- Athena
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.
Amazon QuickSight
- Business intelligencenot Zenlytic
- Dashboard creationnot Zenlytic
- Data visualizationnot Zenlytic
Zenlytic
- A data team of three fielding sixty ad hoc requests a week from operators who could answer them in chat insteadnot Amazon QuickSight
- An ecommerce company where merchandisers need cohort and margin questions answered without waiting for an analystnot Amazon QuickSight
- A Looker customer looking for an exit that can import existing LookML rather than remodel from scratchnot Amazon QuickSight
- A finance team that needs every AI-generated number to show its SQL before it goes in a board packnot Amazon QuickSight
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Amazon QuickSight
- Reader and Reader Pro roles charged separately at $3 and $20/month
- Author and Author Pro roles charged at $24 and $40/month
- $250/month infrastructure fee required if Pro users or Q&A enabled
- SPICE storage charged at $0.38/GB monthly (10 GB included)
- Pixel-perfect reports start at $500/month for 500 monthly units
- Alerts charged at $0.05-$0.50 per 1,000 metrics evaluated
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
Amazon QuickSight
$3/month- Reader$3/month
- Dashboard viewing only
- Reader Pro$20/month
- Enhanced reader capabilities
- Author$24/month
- Dashboard creation and editing
- Author Pro$40/month
- Advanced authoring features
Zenlytic
On request- Zenlytic$undefined/year
- Annual contract quoted by seats and deployment
- Semantic layer, dashboards and Zoe included
- Embedded analytics licensed separately
Which should you pick?
Choose Amazon QuickSight if
- You need spice in-memory engine.
- You work on AWS.
- You also want ml insights.
Choose Zenlytic if
- You need zoe conversational agent.
- You also want yaml semantic layer.
Questions people ask
- Is Amazon QuickSight or Zenlytic better?
- Neither clearly leads. Amazon QuickSight starts at $3/month and Zenlytic at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Amazon QuickSight or Zenlytic?
- Amazon QuickSight starts at $3/month and Zenlytic at On request.
- Does Amazon QuickSight or Zenlytic run on more platforms?
- Amazon QuickSight runs on AWS. Zenlytic runs on Web.
- What is Amazon QuickSight best used for?
- Amazon QuickSight is most often used for business intelligence, dashboard creation, data visualization. Of those, business intelligence and dashboard creation are not what Zenlytic is typically brought in for.
- What can Amazon QuickSight do that Zenlytic cannot?
- Amazon QuickSight covers SPICE In-memory Engine, ML Insights, Natural Language Queries, Embedded Analytics. Zenlytic covers Zoe conversational agent, YAML semantic layer, LookML import, Row and column permissions.
Answered from the vendors’ own pages
Amazon QuickSight: What does Amazon QuickSight cost per user?
QuickSight pricing varies by user role. Readers start at $3/month, Reader Pro at $20/month, Authors at $24/month, and Author Pro at $40/month. All prices are per user per month.
SourceZenlytic: Does Zenlytic publish pricing?
No. Contracts are quoted annually based on seats and deployment scope.
Amazon QuickSight: Does QuickSight charge an infrastructure fee?
Yes, QuickSight charges an infrastructure fee of $250/month per account if the account has at least one Pro user, has Q&A enabled via topics, or has dashboard Q&A enabled.
SourceZenlytic: Can it read my Looker model?
Yes, it imports LookML, which is the main reason Looker customers evaluate it.
Amazon QuickSight: What are QuickSight's session capacity pricing options?
Session capacity pricing starts at $250/month for 500 sessions. Annual plans range from $20,000/year for 50,000 sessions to $258,000/year for 1,600,000 sessions, with volume discounts reducing unit costs from $0.50 to $0.16 per additional session.
SourceZenlytic: 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.
Amazon QuickSight: How much does additional SPICE storage cost?
Additional SPICE storage beyond the included 10 GB costs $0.38 per GB per month. Authors receive 10 GB included, but Readers do not.
SourceZenlytic: Do I need dbt?
Not strictly, but the product is designed around a modelled warehouse and works poorly without one.
Related pages
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