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Databricks AI/BI alternatives: when the answer is needed this week

AI/BI is the business intelligence layer built into the Databricks Data Intelligence Platform. It suits organisations that already keep their data in Databricks and Unity Catalog. If the question on your desk is why a number moved, and your data arrives as exports, there is a lighter way to answer it.

What Databricks AI/BI is built for

AI/BI is the business intelligence layer built into the Databricks Data Intelligence Platform. It has two parts: Dashboards, a low-code tool for building and sharing interactive dashboards, and Genie, a conversational interface where business users ask questions in natural language. Both run directly on data governed in Unity Catalog.

  • Organisations that already keep their data in Databricks and Unity Catalog
  • Data teams that want to give business users self-service questions without adding a separate BI licence
  • Companies wanting dashboards, natural-language questions and data engineering governed in one place

Where it is strong

  • No separate per-seat licence: AI/BI is included for Databricks SQL customers, with costs following compute use
  • Queries run on governed Unity Catalog data, so permissions, lineage and metric definitions carry through to dashboards and Genie answers
  • Genie authors can add instructions, example SQL, metric views and benchmark questions to tune answer quality over time

In figures

  • Databricks was founded in 2013 by the creators of Apache Spark from UC Berkeley's AMPLab. 1
  • Databricks announced AI/BI, made up of Dashboards and Genie, on 12 June 2024, with Dashboards generally available and Genie in public preview. 2
  • At launch, Databricks said AI/BI carried no licence fee beyond warehouse compute costs for Databricks SQL Pro and Serverless customers. 2
  • Databricks announced general availability of AI/BI Genie on 12 June 2025. 3
  • A Genie space can include up to 50 tables, views or metric views, all registered in Unity Catalog, and needs a pro or serverless SQL warehouse. 4
  • Each user gets 150 DBUs of free Genie LLM usage a month, which Databricks quotes as $10.50 in US East; SQL compute is billed separately. 5

Why some teams look for an alternative

None of these is a fault in Databricks AI/BI. They are situations where a team needs something narrower, sooner or lighter than what it is built to do.

The situationHow Covirage approaches it
It works on data registered in Unity CatalogCovirage works on the exports you already have; there is no platform to adopt first
Genie spaces are built and tuned by analysts or a data teamThe measures for your desk ship with the product and we set them up
Costs are consumption-based in DBUsThree tiers on one sheet, with set up included
Genie turns questions into SQLCovirage's AI model chooses from measures our tools compute; it never writes a query or does the arithmetic

Databricks AI/BI and Covirage at a glance

Databricks AI/BICovirage
Built forOrganisations that already keep their data in Databricks and Unity Catalog; Data teams that want to give business users self-service questions without adding a separate BI licenceThe person waiting for the answer: one desk, then the next
How it gets dataLive query of data registered in Unity Catalog, run on a Databricks SQL warehouse (pro or serverless for Genie). Data outside Databricks first needs to be brought into or federated through the platform.Files and sheets now; scheduled delivery by API, S3, Azure, SFTP or email on Business; connections built with your team on Enterprise
Needs before the first answerA Databricks workspace with data registered in Unity Catalog; A pro or serverless SQL warehouse and the Databricks SQL entitlement; An analyst or data team to curate each Genie space with tables, instructions and example queriesThe exports your systems already produce. No warehouse, no modelling language, no data team
Typical setupNot publishedMinutes on a file you already export; set up for you within a week
AIGenie uses generative AI to turn a natural-language question into SQL, which runs on the chosen SQL warehouse under the user's own Unity Catalog permissions. Accuracy is shaped by Unity Catalog metadata, metric views and the instructions, sample SQL queries and benchmarks that authors add to a Genie space (up to 50 tables, views or metric views per space). Dashboards also include AI assistance for building datasets and visualisations.The AI model chooses a measure and writes the explanation; our tools do the arithmetic and check every total
Published pricingThere is no additional licence fee for AI/BI; standard Databricks DBU rates apply to the SQL warehouse compute that runs queries. For Genie's LLM usage, each user receives 150 DBUs free per month (quoted as $10.50 in US East, varying by region); usage beyond that is billed in DBUs, and warehouse compute is billed separately. Databricks offers a 14-day free trial.Three tiers on one sheet, shared in a conversation
Getting data outDashboard datasets can be downloaded as CSV or TSV (up to about 1 GB) or Excel (up to 1,000,000 rows), and visualisations as PNG. Dashboards support scheduled email or Slack subscriptions, iframe embedding and REST API management; underlying tables remain in Unity Catalog and can be read by any tool that connects to Databricks.Export every table as a workbook or JSON at any time

Where Databricks AI/BI fits best

  • Organisations that already keep their data in Databricks and Unity Catalog
  • Data teams that want to give business users self-service questions without adding a separate BI licence
  • Companies wanting dashboards, natural-language questions and data engineering governed in one place

Where Covirage fits best

  • You need one desk's recurring question answered, not a reporting estate
  • Your data arrives as exports and there is no warehouse or data model yet
  • Nobody on the team writes the tool's measures or maintains the model
  • You want "why" answered with a bridge that sums, not a dashboard to interpret

Many teams use both: Databricks AI/BI for what it is built for, and Covirage for the recurring question a desk would otherwise hand to an analyst.

Questions about Databricks AI/BI alternatives

We are on Databricks already. Where would Covirage fit?

With the desk that cannot wait for a Genie space to be curated for it. Databricks can export the tables that desk needs, and Covirage answers its recurring question from them within a week.

Is Covirage a replacement for Databricks AI/BI?

Sometimes, and often not. Databricks AI/BI is built for organisations that already keep their data in Databricks and Unity Catalog. Covirage answers one desk's questions from the files that desk already exports, set up for you in a week. Many teams keep Databricks AI/BI for what it is built for and use Covirage for the question it would otherwise leave to an analyst.

Does Covirage connect to the same systems?

It starts with the exports those systems already produce: files and sheets now, scheduled delivery by API, S3, Azure, SFTP or email on Business, and connections built with your team on Enterprise. We never hold credentials to your systems.

Does the AI in Covirage calculate the figures?

No. The AI model chooses which measure answers the question and writes the explanation. Our tools do the arithmetic, and every total is checked before it is shown. If a question needs a measure we do not have, the assistant says so.

See it on your own data

Bring an export you already produce. The data map opens next, every column mapped once, and the first question is answered in minutes. Free, in your browser, no account. Or talk to us and we will set it up for you.

Sources

Facts about other products on this page were checked on 24 September 2026 from the pages below. Product names are trademarks of their owners, used here only to identify them. Covirage is not affiliated with, endorsed by or sponsored by any of them. If something here is out of date, tell us and we will correct it.

  1. Databricks - Wikipedia
  2. Introducing Databricks AI/BI: Intelligent Analytics for Real-World Data (press release)
  3. AI/BI Genie is now Generally Available - Databricks Blog
  4. Set up a Genie space - Databricks on AWS documentation
  5. Genie pricing - Databricks
  6. Author dashboards - Databricks on AWS documentation
  7. AI-Powered Business Intelligence - Databricks
  8. Dashboards - Databricks on AWS documentation
  9. Databricks SQL pricing - Databricks