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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