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AI VISIBILITY REPORT

Databricks

Complete AI search performance analysis

30 prompts · 3 platforms · 90 responses

Mention Rate

37%
named in 33 of 90 answers
needs work

About Databricks

Databricks

Databricks

Databricks is a unified data and AI platform for enterprises, designed to help teams build and run data-driven applications, analytics, governance, and AI on their own data.

Category: Data and AI platformSegment: Enterprise organizationsKey rival: Snowflake

Scorecard

Across all 90 AI answers

Visibility Score

16
0–100 · how often & how high you appear

Mention rate ÷ average rank (0–100). Higher when AI names you often and near the top.

Share of Voice

18.5%
your share vs competitors

Your share of the AI conversation, compared to competitors

Average Rank

#2.3
your position when you appear

Your typical position in AI recommendations

Visibility Distribution

Where you land across 90 answers — 30 prompts × 3 platforms

Top pick #1 · 14 runs
Recommended #2–3 · 13 runs
Mentioned #4+ · 6 runs
Missing Not mentioned · 57 runs

Platform Performance

How your brand shows up on each AI platform — 30 prompts each

ChatGPT

47%
Avg rank #2.0

14/30 responses mention you

Google Overview

33%
Avg rank #2.5

10/30 responses mention you

Perplexity

30%
Avg rank #2.7

9/30 responses mention you

Competitive
Landscape

How you compare against competitors
in AI visibility

19%YOUR SHARE
share of voice
Google BigQuery27.6%
Databricks18.5%
Microsoft Fabric12.7%
Snowflake12.5%
Amazon Redshift5.8%
ThoughtSpot3.3%
Apache Iceberg1.8%
Tableau1.3%
Other16.4%

Prompt-Level Detail

Every prompt we ran, tagged by type, with who showed up alongside you

#1

How do leading lakehouse platforms compare for enterprise data engineering, BI, and AI workloads?

Type

Comparisons

Avg Rank

1st

Platforms

Competitors

SnowflakeMicrosoft FabricGoogle BigQuery
#2

Which data platform is best for both batch and streaming pipelines at enterprise scale?

Type

Recommendations

Avg Rank

1st

Platforms

Competitors

Google BigQuerySnowflakeAmazon Redshift
#3

Which data platform is best for organizations that want to replace multiple tools with one unified system?

Type

Recommendations

Avg Rank

1st

Platforms

Competitors

SnowflakeGoogle BigQueryMicrosoft Fabric
#4

What is the best platform for a data team that needs both notebook-style development and business-friendly analytics?

Type

Recommendations

Avg Rank

1st

Platforms

Competitors

Microsoft FabricSnowflakeGoogle BigQuery+1
#5

What is the best enterprise data and AI platform for unifying engineering, analytics, governance, and AI on one stack?

Type

Recommendations

Avg Rank

1st

Platforms

Competitors

Microsoft FabricSnowflakeGoogle BigQuery
#6

How do enterprise platforms compare for unifying data engineering, BI, and AI under one governance layer?

Type

Comparisons

Avg Rank

1st

Platforms

Competitors

Microsoft FabricSnowflakeGoogle BigQuery
#7

What is the best platform for governed data sharing across teams, tools, and business units?

Type

Recommendations

Avg Rank

1st

Platforms

Competitors

SnowflakeGoogle BigQueryMicrosoft Fabric
#8

How do modern platforms support AI model development, deployment, and governance in one workflow?

Type

Educational

Avg Rank

1st

Platforms

Competitors

Google BigQueryAmazon Redshift
#9

How do leading platforms handle SQL analytics, ETL, and machine learning in a single environment?

Type

Comparisons

Avg Rank

2nd

Platforms

Competitors

Microsoft FabricSnowflakeGoogle BigQuery
#10

How do modern data platforms help with data governance, lineage, and access control in one place?

Type

Educational

Avg Rank

2nd

Platforms

Competitors

SnowflakeMicrosoft FabricGoogle BigQuery
#11

How do I compare enterprise platforms for data warehousing, data engineering, and AI without overbuying?

Type

Comparisons

Avg Rank

3rd

Platforms

Competitors

Google BigQuerySnowflakeMicrosoft Fabric+1
#12

What should an enterprise ask during a demo of a unified data and AI platform?

Type

Buying intent

Avg Rank

2nd

Platforms

Competitors

Google BigQuerySnowflakeMicrosoft Fabric+1
#13

What are the best options for modernizing analytics without locking into a proprietary data architecture?

Type

Comparisons

Avg Rank

4th

Platforms

Competitors

Google BigQueryAmazon Redshift
#14

How can enterprises improve query performance and reduce manual tuning in their data warehouse?

Type

Problem-solving

Avg Rank

4th

Platforms

Competitors

SnowflakeGoogle BigQueryAmazon Redshift+1
#15

How do AI-enabled analytics platforms compare for natural language self-service reporting across an enterprise?

Type

Comparisons

Avg Rank

9th

Platforms

Competitors

Microsoft FabricGoogle BigQueryAmazon Redshift+1
#16

What should I look for when evaluating a data platform for governed AI applications on proprietary business data?

Type

Buying intent

Avg Rank

Platforms

Competitors

Amazon RedshiftMicrosoft FabricGoogle BigQuery
#17

How can an enterprise reduce the cost and complexity of a legacy data warehouse while improving analytics performance?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Google BigQuery
#18

What features matter most in a platform for building production-ready AI agents on trusted enterprise data?

Type

Educational

Avg Rank

Platforms

Competitors

Google BigQuery
#19

What are the signs that a data stack has become too fragmented and needs consolidation?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#20

How can business users get answers from data without depending on engineers for every question?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#21

What platform features help teams accelerate ETL development and orchestration at scale?

Type

Educational

Avg Rank

Platforms

Competitors

SnowflakeGoogle BigQuery
#22

How do you evaluate the security and compliance posture of an enterprise data and AI platform?

Type

Buying intent

Avg Rank

Platforms

Competitors

Google BigQuerySnowflake
#23

What is the best way to build a governed data foundation for generative AI projects?

Type

Problem-solving

Avg Rank

Platforms

Competitors

#24

What are the most important capabilities in a platform for AI-powered business intelligence?

Type

Educational

Avg Rank

Platforms

Competitors

Google BigQuery
#25

How can teams keep data and AI assets private while still enabling broad internal access?

Type

Problem-solving

Avg Rank

Platforms

Competitors

Google BigQuery
#26

What are the most common mistakes companies make when adopting an enterprise AI data platform?

Type

Educational

Avg Rank

Platforms

Competitors

Google BigQuery
#27

How do companies evaluate platforms for real-time analytics and governed data access together?

Type

Buying intent

Avg Rank

Platforms

Competitors

#28

What are the tradeoffs between open data architectures and tightly integrated enterprise data platforms?

Type

Comparisons

Avg Rank

Platforms

Competitors

Google BigQuery
#29

What capabilities matter most for enterprise marketing teams using a data and AI platform?

Type

Educational

Avg Rank

Platforms

Competitors

#30

Which data platform is best for self-service dashboards and conversational analytics across departments?

Type

Recommendations

Avg Rank

Platforms

Competitors

Microsoft FabricAmazon RedshiftGoogle BigQuery

Citation Ecosystem

Understanding where AI models source information about your brand

Citation Breakdowncitations by source type
100%Third Party
Owned 0%
Competitor 0%
Third Party 100%
Not Cited 0%
Top Domainsthe sources AI cites most
youtube.com39
linkedin.com31
reddit.com29
medium.com26
atlan.com23