What leaders and teams rolling out Databricks Genie report, with every finding tied to its evidence.
Read the findingsPractitioner sentiment, leaders and teams
+36 Positive from 41 sources that take a side
How this figure is madeFrom 39 authors in 27 discussions. Run a pilot on questions your analysts already answer to measure how often its numbers match theirs.
Feb 2025 to Oct 2026.
74 sources from practitioners, by month and sentiment.
Teams praise answer quality once a data team curates context, and every account that explains a good answer credits that curation. Their most frequent concerns are cost since usage billing began and deploying Genie Agents outside the UI. Most keep their BI tool beside Genie.
Positive, mixed and negative sources
The score counts them as 20 positive, 13 mixed and 6 negative votes, one per author. See How the numbers work.
See the evidenceBelow: 2 praise themes, 2 concerns, 1 point of agreement and 2 disagreements.
Counted for Leaders and teams rolling it out, from 49 sources. Change group
Every capability practitioners describe positively, ranked by how many sources say so. Open one to read who said it.
Counted for Leaders and teams rolling it out.
Positive, 13
Positive
Cryptographer4899, Reddit commenter in r/databricks, consultant
Comment on: AI/ML Agents vs Genie Agents: Use-case decisionReddit comment
Their Genie Agent prototype over a client's transcribed call data, even without example questions or instructions, already beats the client's previous method of uploading transcripts to an LLM one by one.
Positive
angryapathetic, Reddit commenter in r/databricks, consultant
Comment on: What do you guys think about Genie??Reddit comment
The commenter deployed Genie for a client who likes it. They trust it more because it writes SQL against the data, where a plain model would guess the answer, and better instructions give better answers.
Positive
Whack_a_mallard, Reddit commenter in r/databricks, consultant
Comment on: Databricks assistant and genieReddit comment
Having implemented Genie with multiple clients, both heavy and new Databricks users, the commenter reports positive results and sees it as a supplement to existing solutions.
Positive
No_Presentation1421, Reddit commenter in r/databricks, consultant
Comment on: Getting Databricks Genie accurate is curation work, not a model problemReddit comment
For an insurance client, adding the formulas for the most-asked metrics to column metadata made Genie's answers correct immediately.
Positive
shadow_nik21, Reddit commenter in r/databricks
Comment on: Getting Databricks Genie accurate is curation work, not a model problemReddit comment
The commenter calls Genie 95% curation. On a well-built layer of metric views, users are hard to pull back to dashboards, though instructions and context drift are hard to manage.
Positive
Turbulent_Half2548, Reddit commenter in r/databricks
Comment on: Databricks genie appreciationReddit comment
When the commenter curates tables, filters, measures, and example questions for a team and shares the agent, non-technical colleagues ask real questions and get correct answers.
Mixed
rodisoto, Reddit poster in r/databricks
Post: Can't schedule Genie queries without giving full SQL access to consumersReddit post
Consumer access works for business users chatting with data, but scheduling requires full Databricks SQL access, which would let them create spaces and dashboards and repeat the self-serve BI sprawl.
Positive
Marija Ristevska, technical BA team at IWConnect
Databricks Genie BA Use Cases: Lessons from Our TeamCompany blog post, IWConnect
IWConnect's analyst team uses Genie spaces for profiling and before-and-after pipeline checks, saving about 3 hours per data quality investigation once metadata was in place. On a poorly documented dataset, a hidden many-to-many join produced a wrong number with no warning, so the team reads the SQL before sharing any result.
"Earlier, we asked Genie a similar question on a poorly documented dataset and shared a wrong number with confidence."
"Time saved: ~3 hours per investigation, but only after metadata setup."
Mixed
Glittering_Okra2002, Reddit poster in r/databricks
Post: Genie with MS TeamsReddit post
Their team's Genie chatbot for managers works well inside Databricks, but bringing it into Microsoft Teams through Copilot Studio or AI Foundry has been painful.
Positive
angryapathetic, Reddit commenter in r/databricks, consultant
Comment on: Data Modelling for GenieReddit comment
Their team put a Genie space over the same star schema that feeds a Power BI report; the two reconcile, though key Power BI measures had to be copied into Genie's instructions.
Positive
randomName77777777, Reddit commenter in r/databricks
Comment on: What do you guys think about Genie??Reddit comment
Their team uses Genie and finds it pretty good once it has all the context, with example queries helping most.
Positive
tintires, Reddit commenter in r/databricks
Comment on: What do you guys think about Genie??Reddit comment
Their team has had success and plans a wider rollout; trusted assets give uniform answers, and spaces need ongoing work such as answering review requests and adding prompts against drift.
Positive
dhurlzz, Reddit commenter in r/databricks
Comment on: Let's talk about GenieReddit comment
Their team stood up document question answering for the business with Genie over a vector search index. A Teams bot serves it and shows the SQL and rows behind each answer.
Mixed or negative, 1
Negative
Alarming-Test-346, Reddit poster in r/databricks
Post: Let's talk about GenieReddit post
After a pilot, the poster found that Genie cannot see the rows its SQL returns, so it cannot explain results, and calls it a SQL generator, which falls short of intelligent analytics.
Counted for Leaders and teams rolling it out.
Positive, 3
Positive
PJ Standley (@ArkStabler), X user
X post on Genie as shared company context for personal agentsX post
Their company keeps a Genie agent in Databricks as shared context, so personal agents ask Genie before they ask colleagues, with fewer pings and faster answers.
Positive
dhurlzz, Reddit commenter in r/databricks
Comment on: Let's talk about GenieReddit comment
Their team stood up document question answering for the business with Genie over a vector search index. A Teams bot serves it and shows the SQL and rows behind each answer.
Mixed
MinceWeldSalah, Reddit poster in r/databricks
Post: Genie for Production Internal UseReddit post
Building a Teams bot on the Genie API for stakeholders, the poster can configure the Genie space only through the UI and wants version control and approvals.
Mixed or negative, 3
Mixed
Glittering_Okra2002, Reddit poster in r/databricks
Post: Genie with MS TeamsReddit post
Their team's Genie chatbot for managers works well inside Databricks, but bringing it into Microsoft Teams through Copilot Studio or AI Foundry has been painful.
Mixed
AlligatorJunior, Reddit commenter in r/databricks
Comment on: Genie with MS TeamsReddit comment
Their team connected a Genie space to Teams through Microsoft Foundry and an Azure bot, and hit problems with long-running requests that needed code changes.
Positive
anonymous_orpington, Reddit commenter in r/databricks
Comment on: Genie Agent (Previously Genie Spaces) Agent Mode APIReddit comment
The commenter used Agent mode in Genie spaces to help clinical trial researchers ask more complex questions and go deeper, though the API did not support Agent mode at the time.
Every concern practitioners raise, most raised first.
Counted for Leaders and teams rolling it out.
Raised as a concern, 7
No opinion stated
iamsimran, GitHub user
Genie Space bundle resource requires its source table to exist at deploy time, blocking first-time bundle deploysGitHub issue on databricks/cli
A bundle that declares a Genie space fails on a fresh environment because its source tables must already exist. Unity Catalog still lets a referenced table be dropped, which leaves the space pointing at nothing.
Mixed
MinceWeldSalah, Reddit poster in r/databricks
Post: Genie for Production Internal UseReddit post
Building a Teams bot on the Genie API for stakeholders, the poster can configure the Genie space only through the UI and wants version control and approvals.
Mixed
ihateticklesonmytoes, Reddit commenter in r/databricks
Comment on: Genie for Production Internal UseReddit comment
Their team has pressed its Databricks rep for deployable Genie spaces and packages the workflows behind the Genie datasets in a bundle until spaces can be added.
Negative
GenesisExalted, Reddit commenter in r/databricks
Comment on: Genie chat is not great, other options?Reddit comment
Agrees that deployment is the biggest issue the commenter has had with Genie: the team cannot follow its standard testing and deploy workflow without heavy manual work.
Mixed
Labanc_, Reddit commenter in r/databricks
Comment on: Genie chat is not great, other options?Reddit comment
The commenter calls AI/BI Genie promising but says their team will not put it in production until its configuration can be deployed through CI/CD.
Negative
No_Establishment182, Reddit commenter in r/databricks, SaaS company serving 200+ customer schemas
Comment on: Let's talk about GenieReddit comment
Their SaaS company looked at Genie but serves 200 customer schemas, saw no way to deploy a space from code, and later built its own natural-language query tool.
Mixed
mehulbhuva, Reddit poster in r/databricks, author of a SQLServerCentral article on Genie spaces
After eight months with 500+ sales users, the commenter warns the failure mode is a believable wrong number caught only by finance. Column comments, one pre-joined view, SQL expressions, and examples fixed it, but none of the config lives in git.
Discussed without concern, 1
Mixed
shadowfax12221, Reddit commenter in r/databricks
Comment on: Genie Agent can't be added to git repo or DAB. Nothing working.Reddit comment
Their team versions Genie Agents by exporting the serialized space and deploying it through an Azure DevOps pipeline and the REST API.
GILD's fact checks, which don't count as sources
Checked Oct 12, 2026.Genie Agents can now be defined, deployed, and versioned with Declarative Automation Bundles, and management APIs create and update agents for CI/CD. Curate an effective Genie Agent
Open them in the recordCounted for Leaders and teams rolling it out.
Negative
Moist_Estimate_9723, Reddit commenter in r/databricks
Comment on: Deploying Genie at Enterprise ScaleReddit comment
At their company, Genie DBUs cost a lot as non-technical usage grows every day, and the commenter is looking for ways to contain it.
Negative
cafealpha82, Reddit commenter in r/databricks
Comment on: Deploying Genie at Enterprise ScaleReddit comment
Their company's internal Genie pilots serve only a few users, and cost is already high ahead of plans for 100+ users and 20+ orchestrated agents.
Mixed
Revolutionary-Key33, Reddit commenter in r/databricks, consultant
Comment on: How do teams avoid duplicate apps, Genie Spaces, or agents in Databricks?Reddit comment
Among their clients, ungoverned creation of apps and Genie spaces eats into budgets, so the commenter recommends a platform admin team controlling creation.
Mixed
Dissident-Contrarian, Reddit poster in r/databricks
Post: Databricks Genie Cost Per QuestionReddit post
Their team, focused on Genie spaces, could not tell how many DBUs one question would consume at US$0.070 per DBU after the pricing change was announced.
Negative
daddy_stool, Reddit commenter in r/databricks
Comment on: Databricks Genie usage is getting budget controls - pay as you goReddit comment
The commenter expects companies, including the commenter's own, to use Genie very differently once usage beyond the free allowance is billed.
Mixed
oboiadi, Reddit commenter in r/databricks
Comment on: Costs of utilizing GenieReddit comment
Costing a Genie space for a business case, the commenter could not tie the extra cost of AI functions and serving endpoints back to the space short of one warehouse per space.
GILD's fact checks, which don't count as sources
Checked Oct 12, 2026.Genie One and Genie Agents usage by named users is free until January 31, 2027. From February 1, 2027 each user gets 150 free DBUs a month, then pays US$0.070 per DBU on AWS US East, with SQL warehouse compute billed separately. Genie pricing
Open them in the recordStatements this group's sources agree on, then the ones close to agreement.
Genie answers accurately once a data team supplies column comments, example SQL, verified answers, and SQL expressions.
16 supporting sourcesClose to agreement: each needs 10 supporting sources
Defining business metrics in Unity Catalog metric views keeps Genie's numbers consistent across people and dashboards.
5 supporting sourcesQuestions the sources split on, with the count on each side.
Evidence remains mixed
Directly, 2 sources
Some say business users stop rechecking figures once verified answers and curated context are in place.
With review, 5 sources
Others say wrong numbers still need an expert or finance to catch them, and users need training first.
Evidence remains mixed
Alongside BI, 3 sources
Most keep Power BI or AI/BI dashboards for official reporting and use Genie for follow-up and ad hoc questions.
Replaces BI, 2 sources
A few say users stop going back to dashboards, or that Genie let them drop a separate visualization tool.
The three groups, then every practitioner by the context they work in, and how emphasis changes with scale.
Three groups drawn from the same sources. Choose a group to select whose experience counts. Within that group, each author counts once in the practitioner sentiment, with their latest view. Signals open on Leaders and teams rolling it out.
49 sources. Accounts from data teams and departments, including consultants delivering Genie and leaders deciding business-user access.
25 sources. Accounts from individual analysts and engineers trying Genie for their own work.
74 sources. All reviewed accounts, combining individual tests with team and client rollouts. Their conclusions differ.
74 sources from practitioners, by the context they work in. Filled rows count for this group.
Emphasizes Answer quality, quick setup, and UI churn
Emphasizes Curated context, deployment as code, and cost after usage billing
Emphasizes Access and sprawl when business users get Genie
Emphasizes UI churn for company-wide Genie One users
What changes with scale. Individual users talk most about answer quality and how quickly an agent comes together. Team and client accounts shift to the curation behind good answers, deployment outside the UI, and cost. A Reddit poster whose whole company uses Genie One asks for a stable interface. Databricks' Summit pages describe Atlassian, GSK, and Virgin Atlantic gating each agent on a benchmark and signed-off metric views.
Where this group's sources were published.
Counted for Leaders and teams rolling it out, from 49 sources. Change group
68 sources for this group, 19 of them documentation
Every first-hand source is dated 2025 or later. Sources that depend on a renamed feature, a since-added API, or billing terms Databricks has changed stay in the record, marked Needs a recheck.
See sources by originWho each source is, how it knows, whether it still applies and what it counts toward.
Newest first, on its own page. Every count above opens its sources there.
Read all 93 sourcesAbout this read
A running review of what people using Databricks Genie at work report, from individual users to company-wide rollouts. Each finding links to its sources, and each conflict shows both sides.
Counts cover only the sources GILD reviewed.
Choose a group to select whose experience counts. Within that group, each author counts once in the practitioner sentiment, with their latest view. GILD files each source in a group from how the account describes its author. A role or employer marked self-described is what the source states about themselves. Documentation checks facts for every group and never counts toward sentiment.
A source's date and whether it still applies are separate: a recent post can describe an old version, and an old one can still hold.
Flagged for a recheck, of the sources that take a side: leaders and teams 10 of 41, individual users 5 of 25, all users 15 of 66.
Each row opens its sources for the group you are reading.
| Finding | Leaders and teams rolling it out | Individual users | All users | Sources |
|---|---|---|---|---|
| Current readCurrent sentiment | 21 positive, 14 mixed, 6 negative | 12 positive, 4 mixed, 9 negative | 33 positive, 18 mixed, 15 negative | Sources |
| PraiseAnswer Quality | 13 of 14 positive | 6 of 7 positive | 19 of 21 positive | Sources |
| PraiseUnity Catalog Governance | 0 of 2 positive (under the minimum) | 3 of 3 positive (under the minimum) | 3 of 5 positive | Sources |
| PraiseQuick Setup | 3 of 3 positive (under the minimum) | 4 of 4 positive (under the minimum) | 7 of 7 positive | Sources |
| PraiseAgent Mode | 1 of 1 positive (under the minimum) | 1 of 1 positive (under the minimum) | 2 of 2 positive (under the minimum) | Sources |
| PraiseReach Beyond Databricks | 3 of 6 positive | 1 of 3 positive (under the minimum) | 4 of 9 positive | Sources |
| ConcernBelievable Wrong Numbers | 4 of 4 raise it (under the minimum) | 1 of 2 raise it (under the minimum) | 5 of 6 raise it | Sources |
| ConcernCuration Workload | 3 of 4 raise it (under the minimum) | 2 of 2 raise it (under the minimum) | 5 of 6 raise it | Sources |
| ConcernDeployment as Code | 7 of 8 raise it | 2 of 3 raise it (under the minimum) | 9 of 11 raise it | Sources |
| ConcernCost & Billing | 6 of 6 raise it | 2 of 2 raise it (under the minimum) | 8 of 8 raise it | Sources |
| ConcernData Scope Limits | 2 of 2 raise it (under the minimum) | 2 of 2 raise it (under the minimum) | 4 of 4 raise it (under the minimum) | Sources |
| ConcernRenames & UI Changes | 2 of 2 raise it (under the minimum) | 4 of 4 raise it (under the minimum) | 6 of 6 raise it | Sources |
| ConsensusCurated context drives accuracy | 16 supporting | 2 supporting (under the minimum) | 18 supporting | Sources |
| ConsensusMetric views keep numbers consistent | 5 supporting (below threshold) | 0 supporting (under the minimum) | 5 supporting (below threshold) | Sources |
| DisagreementDoes Genie replace a team's BI dashboards? | Alongside BI 3, Replaces BI 2 | Alongside BI 2, Replaces BI 0 (under the minimum) | Alongside BI 5, Replaces BI 2 | Sources |
| DisagreementCan business users rely on Genie's answers without review? | Directly 2, With review 5 | Directly 0, With review 1 (under the minimum) | Directly 2, With review 6 | Sources |
| Current readEvidence mix | 68 sources | 44 sources | 93 sources | Sources |
GILD's checks of claims against official documentation, kept apart from the source counts.
