Google AI ModeOct 3, 2026
Holistics — Operating as a modern analytics-as-code and semantic layer platform, Holistics compiles its modeling language (AML) directly into clean, warehouse-native SQL queries
Data as of Oct 8, 2026Based on 29,115 AI responses
Reviewed by Dimitry Apollonsky ·
AI summary
Holistics is a business intelligence and embedded analytics platform built around a programmable semantic layer and analytics-as-code workflows. It comes up when teams look for embeddable dashboards for customer or internal portals, or software to govern metrics and build a semantic layer for their BI tools.
1%<1% before. Up 1 point.
of AI answers about Holistics and its rivals. Since Jul 5
The market map
Business Intelligence & Analytics SoftwareQuestion: We use a cloud data warehouse. Which business intelligence tools offer "push-down" query optimization for it?
Google AI ModeOct 3, 2026
Holistics — Operating as a modern analytics-as-code and semantic layer platform, Holistics compiles its modeling language (AML) directly into clean, warehouse-native SQL queries
Since Jul 5
Holistics's share in each topic, as its page ranks it
Mentioned in
Where Holistics ranks in AI
Question: We use a cloud data warehouse. Which business intelligence tools offer "push-down" query optimization for it?
ChatGPT SearchSep 23, 2026
Holistics — explicitly uses a push-down architecture, compiling its modeling language into warehouse SQL.
Question: Which customer-facing analytics platforms price predictably by application or tenant instead of charging every viewer?
ChatGPT SearchSep 25, 2026
Holistics is probably the clearest match to what you're describing. Its embedded offering explicitly provides unlimited dashboard viewers
Position in the answer
Week of Sep 28–Oct 4
69% of what AI says about Holistics is positive.
Common descriptions
strong · excellent · push-down semantic layer · analytics-as-code · code-first · developer-friendly
holistics.io 56%Other sites 44%
Excerpts where Holistics appeared in the AI's answer
Holistics is probably the clearest match to what you're describing. Its embedded offering explicitly provides unlimited dashboard viewers
Holistics is particularly explicit about the model you're describing. Its embedded offering advertises unlimited dashboard viewers, with pricing based on the infrastructure/workers serving embedded analytics rather than individual viewers.
Excerpts where Holistics appeared in the AI's answer
Holistics — Operating as a modern analytics-as-code and semantic layer platform, Holistics compiles its modeling language (AML) directly into clean, warehouse-native SQL queries
Holistics — explicitly uses a push-down architecture, compiling its modeling language into warehouse SQL.
Excerpts where Holistics appeared in the AI's answer
Holistics is unusually explicit about this SaaS use case: it supports white-labeling plus row-level permissions
Holistics explicitly supports multi-tenant embedding where row-level permissions are associated with the viewer, so the same dashboard can serve users from different organizations.
Excerpts where Holistics appeared in the AI's answer
Holistics explicitly supports customer-facing embedded analytics using signed URLs in an iframe.
Excerpts where Holistics appeared in the AI's answer
Holistics is strongest when your "custom interaction" means coordinating an embedded dashboard with your application
Holistics: Offers an analytics-as-code and semantic modeling layer where you can model metrics centrally and query them via API
Excerpts where Holistics appeared in the AI's answer
Holistics: Excellent for SQL-first teams needing a code-first workflow.
Holistics (Best for Data Teams): Features a code-first workflow and a "governed semantic layer," which is excellent for defining metrics once and embedding them across multiple client dashboards securely.
