SnowflakeCompanySnowflakeSnowflake is a public data-cloud company whose AI portfolio includes Cortex AI, model functions, search, document intelligence, agent capabilities, and tools for building AI applications directly over governed enterprise data.Snowflake CoWorkOpen companyAI Data Analysis
Snowflake CoWork
Snowflake's data assistant for business users, renamed from Snowflake Intelligence on June 2, 2026. Cortex Agents query tables through semantic views and documents through Cortex Search, under each user's roles. CoWork bills AI Credits by token use, with no seat fee.
The 30-Second Take
Pick Snowflake CoWork if your data team maintains semantic views and can test them before each team gets access.
Renamed from Snowflake Intelligence in June 2026, it answers business users from tables and documents under each user's own roles. There is no per-seat price: each question bills AI Credits and runs on a warehouse you pay for.
- Best fit
- Snowflake customers with modeled data who want business users answering their own questions.
- Main constraint
- Answers are only as good as the semantic views, and every question draws AI Credits plus warehouse compute.
- First move
- Build one semantic view with verified queries, evaluate one agent on it, and open it to one team.
Why
Watch the accuracy: it rides on semantic views and verified queries the data team keeps current and tests with evaluations. Cap spend with AI Credit budgets, since every question draws credits plus warehouse compute.
25 practitioners, 77 sources reviewed, Updated Oct 26, 2026How this is measured
- Operating stack
- AI Knowledge Work
Comparisons
How does Snowflake CoWork compare with the alternatives?
Snowflake CoWork vs Looker
- Self-Serve Analytics
Choose CoWork when data and metrics both live in Snowflake, and Looker when metrics live in LookML across several databases. CoWork bills AI Credits per token; Looker is priced by platform edition and seat. Each answers from a curated semantic layer with verified queries.
Snowflake CoWork vs ChatGPT
- Data Analysis
Use CoWork for governed questions on Snowflake data, answered under each user's roles from semantic views the data team curates. Use ChatGPT for the files and connected apps a person hands it. Snowflake's managed MCP server lets ChatGPT call the same agents.
Snowflake CoWork vs Databricks Genie
- Self-Serve Analytics
Choose by where your data already lives. Genie works on Unity Catalog data in Databricks, and CoWork works on semantic views in Snowflake. Each answers business users from context the data team curates.
Operator Insights
What are business and product leaders learning from rolling Snowflake CoWork out across their teams?
Aniruth NarayananProduct ManagerSnowflake
Organization-wide. 5,600+ employees querying a shared semantic layer. Snowflake's own data.
Snowflake blog, published Read the write-up (opens Snowflake blog in a new tab)
Observation
Snowflake serves thousands of employees and their agents from one versioned semantic layer.
- Takeaway
- Treat semantic views like production code. Version and review them, test them against the questions dashboards already answer, and fix slow tables before blaming the agent.
- What happened
- Snowflake's product data science team answers company-wide product questions with an agent on its internal semantic layer. In July 2025, more than 400 people ran over 5,400 queries through the agent. More than 5,600 employees and agents ran over 320,000 queries on the broader layer. The team keeps semantic views in dbt with peer review and CI/CD. It builds evaluation sets from popular dashboard tiles and logged questions. Slow early answers led it to replace raw billion-row event tables with materialized semantic views.
- Public organization write-up (Snowflake's own internal rollout)
- Usage figures reported by Snowflake for July 2025
Deployment details
Organization-wide. 5,600+ employees querying a shared semantic layer. Snowflake's own data.
- Public organization write-up (Snowflake's own internal rollout)
- Usage figures reported by Snowflake for July 2025
- Team
- Snowflake product data science team
- Duration
- Usage measured over July 2025
- Workload
- Product questions from across the company, plus sales, HR, and support questions on the broader semantic layer
- Product version
- Cortex Agents on internal semantic views with materializations, and Cortex Sense for routing
- Measurement
- Distinct users and queries in July 2025
Matt LuizziVP of AnalyticsWHOOP
Company-wide. Hundreds of employees asking data questions. Analytics on Snowflake.
Snowflake, published Read the press release (opens Snowflake in a new tab)
Observation
At WHOOP, data questions that needed an analyst now reach hundreds of employees through Snowflake CoWork.
- Takeaway
- Hand routine, well-defined questions to the agent first, and measure the data team's time it frees before widening scope.
- What happened
- Luizzi reports that CoWork changed how WHOOP's teams reach data: questions that used to need a specialized analyst and a manual request are now available to hundreds of employees in real time. Automating routine queries gave every team direct access to answers and moved the data team onto higher-impact work.
- Vendor case study (Snowflake press release quote)
- Reach reported by WHOOP, without a measured count
Deployment details
Company-wide. Hundreds of employees asking data questions. Analytics on Snowflake.
- Vendor case study (Snowflake press release quote)
- Reach reported by WHOOP, without a measured count
- Team
- WHOOP analytics
- Workload
- Routine data questions from teams across the company
- Product version
- Snowflake CoWork
Buying and deployment
What business and product leaders should verify before rolling it out across teams.
Sourced from Snowflake documentation
Signals
What is the current evidence saying about Snowflake CoWork?
Public accounts of Snowflake CoWork, formerly Snowflake Intelligence, from individual builders and consultants running client pilots. Each finding links to its sources.
Practitioner sentiment, leaders and teams
+36 Positive net
of 26 sources that take a side, each author counted once. Small sample.
How this figure is madeCurrent sentiment
Positive, mixed and negative sources
The score counts them as 12 positive, 10 mixed and 3 negative votes, one per author.
Teams praise CoWork's plain-language answers and setup speed. Access setup draws the most complaints, followed by wrong answers and cost. Most favor access through Claude or Teams, or their own app, over CoWork.
Run a pilot on questions your analysts already answer to measure how often its numbers match theirs.
Evidence field. All 77 sources, one mark each.
Arrange by
Each mark is one source: positive, mixed, negative, no opinion stated, or documentation (not counted).
| Group | Sources | Positive | Mixed | Negative | No opinion stated and not counted in the score | Documentation, checked and not counted |
|---|---|---|---|---|---|---|
| Positive | 12 | 12 | 0 | 0 | 0 | 0 |
| Mixed | 10 | 0 | 10 | 0 | 0 | 0 |
| Negative | 4 | 0 | 0 | 4 | 0 | 0 |
| Not counted | 10 | 0 | 0 | 0 | 10 | 0 |
| Documentation | 18 | 0 | 0 | 0 | 0 | 18 |
| Outside this group | 23 | 7 | 12 | 4 | 0 | 0 |
| Quarter | Sources |
|---|---|
| Q3 2025 | 1 |
| Q4 2025 | 13 |
| Q1 2026 | 25 |
| Q2 2026 | 7 |
| Q3 2026 | 12 |
| Q4 2026 | 1 |
| Documentation, checked | 18 |
By sentiment
18 documentation pages check facts and are not counted; 23 sit outside this group.
Hover a mark for a quick look, click it or press Enter to open its source.Tap a mark to open its source, then step to its neighbors with Previous and Next.
What practitioners praise
Top praise of 2. Each mark is a source on it; filled marks praise it.
Most common concerns
Top concern of 3. Each mark is a source on it; filled marks raise it.
All 77 sources behind these findings
- Overview of Snowflake CoWorkSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Snowflake CoWork product pageSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Snowflake AI pricingSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Snowflake Service Consumption TableSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- User access and settings for agentsSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Snowflake CoWork referenceSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Snowflake CoWork troubleshootingSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Resource budgets for Snowflake CoWorkSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Per-user quotasSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Cortex AgentsSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Cortex Agent evaluationsSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Monitor Cortex Agent requestsSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Cortex Analyst Verified Query RepositorySnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Cortex AI GuardrailsSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Cross-region inferenceSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Snowflake AI and MLSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Artifacts in Snowflake CoWorkSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Snowflake-managed MCP serverSnowflake (Official Snowflake documentation), Product documentation, checked Oct 12, 2026
- Comment on: What are your options for "chat with your data" for clients in Fabric/powerbi? Looking for real-world experiencesCautious-Hat-4497, Reddit commenter in r/PowerBI, consultant (self-described: Deploys Cortex Analyst and Snowflake Intelligence for clients), Reddit comment, published Oct 11, 2026
- Comment on: Has Snowflake CoWork/Cortex Analyst reduced your reliance on Power BI?Alternative_Device59, Reddit commenter in r/snowflake (self-described: Mid-size organization using Power BI), Reddit comment, published Sep 29, 2026
- Comment on: Has Snowflake CoWork/Cortex Analyst reduced your reliance on Power BI?__CaptainAmerica__, Reddit commenter in r/snowflake, self-described, Reddit comment, published Sep 29, 2026
- Comment on: Has Snowflake CoWork/Cortex Analyst reduced your reliance on Power BI?ArielCoding, Reddit commenter in r/snowflake, self-described, Reddit comment, published Sep 29, 2026
- Comment on: Advantages of connecting Claude Desktop to a Snowflake MPC vs using Snowflake CoWork to do NL to SQL AI?ijdc_, Reddit commenter in r/snowflake (self-described: Enterprise rollout of Claude Desktop and CoWork over semantic views), Reddit comment, published Aug 13, 2026
- Comment on: Advantages of connecting Claude Desktop to a Snowflake MPC vs using Snowflake CoWork to do NL to SQL AI?Sea_Pen_1356, Reddit commenter in r/snowflake (self-described: Claude Desktop with Snowflake as AI gateway, plus agents exposed through MCP), Reddit comment, published Aug 13, 2026
- Snowflake CoWork: What Is It and How Can I Use It?Amit Avigour, Strategy Consultant, InterWorks (Consulting team testing CoWork on a small retail dataset before client pilots), Consultancy blog post, InterWorks blog, published Aug 13, 2026
- Snowflake CoWork & Claude Connectorforworkipromise_____, Reddit commenter in r/snowflake (self-described: Company setup: dbt semantic views, Cortex Agents, CoWork, and the Claude connector), Reddit post, published Aug 12, 2026
- Advantages of connecting Claude Desktop to a Snowflake MPC vs using Snowflake CoWork to do NL to SQL AI?GreyHairedDWGuy, Reddit commenter in r/snowflake, data warehouse lead (self-described: Organization pilot with Claude Desktop on a Snowflake MCP server), Reddit post, published Aug 12, 2026
- Comment on: Thoughts on DE projectlemurlemur00, Reddit commenter in r/snowflake, self-described, Reddit comment, published Jul 30, 2026
- Comment on: Snowflake Intelligence agents for business users?PlayLikeNewbs, Reddit commenter in r/analytics (self-described: Two-day workshop with Snowflake solutions engineers), Reddit comment, published Jul 22, 2026
- Built with Snowflake Cortex Analyst, a governed semantic model, and Streamlit in Snowflake.Elizabeth Medalla, data engineer consultant at evolv (evolv team building portfolio analytics for a credit card business's data science team), Consultancy blog post, evolv blog, published Jul 20, 2026
- Enabling Snowflake Cortex AI in Governed, High-Control EnvironmentsNayeem Ahmed, Senior Director of Strategy & Solutions, Americas at InterWorks (InterWorks team delivering a production Snowflake Intelligence deployment for a large public sector client under formal government AI assurance), Consultancy blog post, InterWorks blog, published Jul 8, 2026
- Comment on: Snowflake Intelligence agents for business users?Ok-Working3200, Reddit commenter in r/analytics (self-described: Set up a Cortex Agent for users through Claude, with semantic YAML pushed by CI/CD), Reddit comment, published Jun 30, 2026
- Comment on: I built an open-source Snowflake cost observability toolSirGreybush, Reddit commenter in r/snowflake (self-described: Moving more work into Snowflake with many CoWork agents), Reddit comment, published Jun 23, 2026
- Snowflake CoWork: Building Your First AI Business Agent PrototypeWaqar Khan, Head of Engineering, DataTools Pro (Data consultancy building a sales agent from Snowflake's quickstart), Company blog post, DataTools Pro, published Jun 8, 2026
- Shifting Snowflake Cortex Analyst from Baseline to Production-Grade AccuracyKannan Velmurugiah, Snowflake Architect, and Rengashree Soundararajan, Data Engineer, Mastech (Value-based care agent for care managers, evaluated on 30 population health questions), Consultancy blog post, Mastech blog, published Jun 2, 2026
- Delivering on the Promise of Conversational AI Analytics for Sales TeamsMarissa Wilson, Senior Director, Portfolio Management at Cleartelligence (Cleartelligence team, writing with Principal Data Advisor Austin Hewlett, piloting conversational sales analytics on Snowflake for a Fortune 500 life sciences client), Consultancy blog post, Cleartelligence, published May 7, 2026
- Claude Desktop Enterprise - Snowflake MCP Connector - MCP Client Invalid Errorbjp2600, GitHub user (self-described: Claude Desktop and claude.ai connected to Snowflake through an OAuth security integration), GitHub issue on anthropics/claude-ai-mcp, published May 5, 2026
- Comment on: Here is how I built a mandatory rulebook for CoComikey_the_kid, Reddit commenter in r/snowflake, self-described, Reddit comment, published Apr 27, 2026
- Comment on: Trial accounts are not allowed to access Cortex CompleteKENFF123, Reddit commenter in r/snowflake (self-described: Following the Snowflake Intelligence quickstart on a trial account), Reddit comment, published Mar 27, 2026
- Comment on: Anyone else tired of being pressured into AI adoption?super_saiyan29, Reddit commenter in r/analytics (self-described: Uses Snowflake Intelligence as a Q&A system), Reddit comment, published Mar 19, 2026
- Comment on: Has anyone actually rolled out "talk to your data" to your business stakeholders?thecandiedkeynes, Reddit commenter in r/BusinessIntelligence (self-described: Analytics team of one at a mid-size startup, testing the Snowflake and Claude MCP), Reddit comment, published Feb 23, 2026
- Comment on: Has anyone actually rolled out "talk to your data" to your business stakeholders?acidicLemon, Reddit commenter in r/BusinessIntelligence (self-described: Deployed Snowflake Intelligence to business users), Reddit comment, published Feb 23, 2026
- Comment on: Everyone says AI is "transforming analytics"theShku, Reddit commenter in r/BusinessIntelligence (self-described: Company with clean star-schema models and strong semantic models), Reddit comment, published Feb 18, 2026
- Comment on: Is a semantic layer actually required for GenAI-powered BI or am I overthinking this?Mountain_Mortgage665, Reddit commenter in r/analytics, consultant (self-described: Pilot implementations of generative BI), Reddit comment, published Feb 16, 2026
- [Feature]: Missing feature, snowflake intelligence supportjakerohald, GitHub user filing for Xero (self-described: Xero, managing Snowflake through Terraform), GitHub issue on snowflakedb/terraform-provider-snowflake, published Feb 5, 2026
- Comment on: Snowflake intelligence or MS FoundryOdd_Customer4643, Reddit commenter in r/snowflake, self-described, Reddit comment, published Feb 1, 2026
- Comment on: Snowflake intelligence or MS Foundryhxstr, Reddit commenter in r/snowflake (self-described: Uses Snowflake agents and Microsoft Foundry), Reddit comment, published Jan 30, 2026
- Comment on: No More Snowflake Data Tickets: Liberating Teams from the Dashboard GrindTruth-and-Power, Reddit commenter in r/snowflake (self-described: Star-schema semantic models with billions of rows and 100+ fields), Reddit comment, published Jan 21, 2026
- Comment on: No More Snowflake Data Tickets: Liberating Teams from the Dashboard GrindConnect-Football8349, Reddit commenter in r/snowflake (self-described: Gold layer with several tables in a Cortex Analyst semantic view plus Cortex Search, shown in an internal walkthrough), Reddit comment, published Jan 21, 2026
- Comment on: Is snowflake intelligence worth it?Chocolatecake420, Reddit commenter in r/snowflake, self-described, Reddit comment, published Jan 15, 2026
- Comment on: Is snowflake intelligence worth it?dinobinosinokindo, Reddit commenter in r/snowflake, AWS user (self-described: Heavy AWS user exploring Snowflake Intelligence), Reddit comment, published Jan 15, 2026
- Comment on: Is snowflake intelligence worth it?ComposerConsistent83, Reddit commenter in r/snowflake (self-described: Team building multiple semantic models; IT has not opened Snowflake Intelligence to everyone), Reddit comment, published Jan 15, 2026
- Comment on: Is snowflake intelligence worth it?Altruistic_Farm_9133, Reddit commenter in r/snowflake, healthcare data developer (self-described: Text-to-SQL project on healthcare data), Reddit comment, published Jan 15, 2026
- Is snowflake intelligence worth it?Altruistic_Farm_9133, Reddit commenter in r/snowflake, healthcare data developer (self-described: Large healthcare data model with semantic views and verified queries), Reddit post, published Jan 14, 2026
- Comment on: Is snowflake intelligence worth it?Mithryn, Reddit commenter in r/snowflake (self-described: Their team's data, split into topic-specific semantic views), Reddit comment, published Jan 14, 2026
- Comment on: Is snowflake intelligence worth it?lifec0ach, Reddit commenter in r/snowflake (self-described: Tried Snowflake Intelligence on own data), Reddit comment, published Jan 14, 2026
- Comment on: My client's CTO is exploring ditching Power BI for Snowflake Intelligence. Is the hype real?Top-Cauliflower-1808, Reddit commenter in r/snowflake, self-described, Reddit comment, published Jan 11, 2026
- My client's CTO is exploring ditching Power BI for Snowflake Intelligence. Is the hype real?sdhilip, Reddit commenter in r/snowflake, data consultant (self-described: Pilot for a healthcare client's executive team, with semantic views over two data sources), Reddit post, published Jan 3, 2026
- Comment on: My client's CTO is exploring ditching Power BI for Snowflake Intelligence. Is the hype real?endless_sea_of_stars, Reddit commenter in r/snowflake, self-described, Reddit comment, published Jan 3, 2026
- Comment on: My client's CTO is exploring ditching Power BI for Snowflake Intelligence. Is the hype real?sncrdn, Reddit commenter in r/snowflake, self-described, Reddit comment, published Jan 3, 2026
- Comment on: My client's CTO is exploring ditching Power BI for Snowflake Intelligence. Is the hype real?GreyHairedDWGuy, Reddit commenter in r/snowflake (self-described: Data warehouse lead; their team uses Power BI), Reddit comment, published Jan 3, 2026
- Comment on: My client's CTO is exploring ditching Power BI for Snowflake Intelligence. Is the hype real?2000gt, Reddit commenter in r/snowflake, consultant (self-described: Built a Snowflake Intelligence pilot for a retail client), Reddit comment, published Jan 3, 2026
- Comment on: My client's CTO is exploring ditching Power BI for Snowflake Intelligence. Is the hype real?passing_marks, Reddit commenter in r/snowflake, self-described, Reddit comment, published Jan 3, 2026
- Comment on: Snowflake cortexBaxTheDestroyer, Reddit commenter in r/snowflake (self-described: Enterprise RAG with several hundred monthly users on Snowflake data), Reddit comment, published Dec 17, 2025
- Comment on: Asking Ideas from the Market Expertstbot888, Reddit commenter in r/snowflake, works for an elite-tier Snowflake partner (self-described: Snowflake partner; rolled Cortex out to a small set of users), Reddit comment, published Dec 11, 2025
- Comment on: Snowflake Intelligence Agent based on Semantic View PerformancePastGuest5781, Reddit commenter in r/snowflake, self-described, Reddit comment, published Dec 10, 2025
- Bringing Snowflake Intelligence to Life: Practical Lessons from the FieldJacob Scott, Analytic Engineering Consultant at Hakkoda (Hakkoda team building a Snowflake Intelligence agent for business users at a global performance apparel brand), Consultancy blog post, Hakkoda resources, published Nov 20, 2025
- Comment on: Using Snowflake Cortex in conjunction with PowerBI?Flucks, Reddit commenter in r/snowflake (self-described: Company with many agents), Reddit comment, published Nov 11, 2025
- Comment on: Using Snowflake Cortex in conjunction with PowerBI?ImpressiveCouple3216, Reddit commenter in r/snowflake (self-described: Implemented Snowflake Intelligence), Reddit comment, published Nov 10, 2025
- Comment on: Snowflake IntelligencePrior-Chip2628, Reddit commenter in r/snowflake (self-described: Team that previously built Streamlit apps for analyst access), Reddit comment, published Nov 6, 2025
- Snowflake Intelligence: The MVP for MVPsChristopher Marland, Snowflake Practice Lead at Aimpoint Digital (Snowflake practice lead at a partner consultancy, scoping client Cortex Agent projects), Consultancy blog post, Aimpoint Digital blog, published Nov 4, 2025
- Comment on: Snowflake Cortex experienceHotComfort4799, Reddit commenter in r/snowflake, self-described, Reddit comment, published Nov 1, 2025
- Comment on: Snowflake Cortex experienceJimmyTango, Reddit commenter in r/snowflake, self-described, Reddit comment, published Oct 31, 2025
- Comment on: Snowflake Cortex Agents - anybody is using it?buckeyemtb, Reddit commenter in r/snowflake (self-described: Team that moved its testing and development of agents to Snowflake Intelligence), Reddit comment, published Oct 22, 2025
- Comment on: Best AI for data analysis?Horror-Sun8133, Reddit commenter in r/snowflake, self-described, Reddit comment, published Oct 13, 2025
- Snowflake Intelligence Agent based on Semantic View PerformanceLow-Hornet-4908, Reddit commenter in r/snowflake (self-described: Test on an SAP purchase requisition module of about 150 million rows), Reddit post, published Oct 12, 2025
- Comment on: Snowflake AI queries - User's vs Agent's/Owner's Access for Data Securitystrugglingcomic, Reddit commenter in r/snowflake, self-described, Reddit comment, published Sep 5, 2025
Sep 2025 to Oct 2026.
59 sources from practitioners, by month and sentiment.
Where It Fits
Where does Snowflake CoWork belong in the stack?
Snowflake CoWork is Core across Analyze, supports Assist, Find, and Automate, and touches Create.
- Business area
- Company-wide
- Function
- Knowledge Work
- Operating stack
- AI Knowledge Work
- Primary role
- AI Data Agent on Snowflake
Assist
AI assistant: Supports
AI assistant, supports. CoWork provides Chat and Deep Research over Snowflake data, with user memory and MCP connectors to Slack, Gmail, Jira, and Salesforce. A general assistant handles drafting and research beyond that data.
Find
Web research: Touches
Web research, touches. CoWork agents can call web search after an admin enables it. Deep Research can include external context. A research tool supplies cited research on the public web.
Enterprise search: Supports
Enterprise search, supports. Cortex Search answers from documents indexed in Snowflake by the data team. Users can add uploaded files to a thread. An enterprise search product covers other company apps and documents.
Create
Documents: Touches
Documents, touches. Document generation, in beta, turns an analysis into a PDF or PowerPoint deck. It also supports HTML reports from templates. Teams keep documents and wikis in their existing tools.
Meeting notes: Touches
Meeting notes, touches. CoWork records no meetings. Teams bring its answers to meetings as saved Artifacts or generated decks, including scheduled email summaries.
Analyze
Data analysis: Core
Data analysis, core. Cortex Analyst writes and runs SQL over semantic views. Cortex Search adds documents. The agent returns charts and tables, with saved Artifacts that refresh under each viewer's permissions.
Automate
Automation: Supports
Automation, supports. Automations rerun questions on a schedule and email results. User skills, in beta, store repeatable steps. Custom tools and MCP connectors take actions. Zapier or n8n handles multi-step automation across business apps.
Market mapThe layers Snowflake CoWork covers, and who else owns each one.
Data analysis & reporting
- Databricks Genie
- Hex
- Looker
- Power BI
General AI assistant
Enterprise search & company knowledge
Workflow automation & agents
Web research & cited answers
2 more layers on the full map. Core, Supports and Touches describe coverage. They say nothing about quality.

