GEO AUDIT  ·  BRAND-ONLY

CrateDB.

A look at how CrateDB is described, positioned, and quoted inside Google's AI Overviews, the AI answer box at the top of search results, and where the brand shows up versus goes missing.

Sitecratedb.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedAugust 4, 2026  ·  by AUQ
AI Visibility Score
21
out of 100. Absent band. CrateDB is cited in 7 of 38 AI answers. It shows up on Cratedb. It is absent on Real-Time Analytics Database, Distributed Sql Database, Time Series Database.
Verified AI Overview citations
7
CrateDB's brand is cited in 7 of the 38 AI-answer queries we tested.
AI answer trigger rate
97%
Google's AI answer box fires on 38 of 39 tracked queries.
Citation rate when AI answers
18%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

CrateDB scores 21 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

CrateDB is cited in 7 of 38 AI answers. It shows up on Cratedb. It is absent on Real-Time Analytics Database, Distributed Sql Database, Time Series Database.

AI answers fire on 97% of tracked queries, yet CrateDB is quoted in only 18% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
21
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear97 / 100
  • Inclusion in category answers18 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand33 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted18 / 100
IDENTITY IN AI OVERVIEWS

How the brand describes itself, and how Google's AI describes it.

What the brand says about itself

Real-Time Analytics Database

CrateDB: Real-Time Analytics Database | Live operational data --> --> Webinar: Building a Real-Time Platform for Millions of Smart Meter Events Register Now Skip to content Product Editions CrateDB Cloud CrateDB Enterprise CrateDB OSS Featucratedb.com, 2026

Differentiators it leads with: Real-Time Analytics Database, Distributed SQL Database, Time Series Database, Vector Search Database.

What Google's AI says

Recognized in AI answers for Cratedb

Cited as a provider on Cratedb queries.
Appears alongside youtube.com, reddit.com, clickhouse.com.
The core gap
CrateDB presents as real-time analytics database, distributed SQL database, time series database, vector search database, industrial IoT data. AI Overviews cite it on Cratedb and it is absent on Real-Time Analytics Database, Distributed Sql Database, Time Series Database.
Words AI uses for the brand
Cratedb
The brand's own pillars that AI omits
Real-Time Analytics DatabaseDistributed Sql DatabaseTime Series DatabaseCited source on vendor and comparison queries
CONTENT AND ENTITY COVERAGE

The topics that matter to the brand, and where it shows up in AI answers today.

See the full query-by-query breakdown →

TopicPresence in AI answersBuyer intent
CratedbOwnedcomparison
Real-Time Analytics DatabaseInvisiblepositioning
Distributed Sql DatabaseInvisiblepositioning
Time Series DatabaseInvisiblepositioning
Vector Search DatabaseInvisiblepositioning
Industrial Iot DataInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: CrateDB appears on 1 of 6 themes.

Solution Aware. Owned on Cratedb; absent on Real-Time Analytics Database, Distributed Sql Database, Time Series Database.

Alternatives. 0 themes name the brand without citing it; 31 queries answer without it at all.

AI OVERVIEW PERFORMANCE

Where the brand shows up in Google's AI, and the high-value queries it is missing.

See all queries we tested →

Tracked keywords
39
Brand, category, and comparison queries analyzed.
AI answers fired
38
97% of tracked queries trigger an AI Overview.
Times brand cited
7
18% citation rate when AI answers.
Total brand mentions
7
Across all observed AI responses.
QUERIES WE TESTED

Every query we ran against Google's AI Overview, and what we found.

39 queries across branded, positioning, and comparison intent. "Cited" means CrateDB's own domain is a source in the AI answer. "Named, not cited" means the brand is mentioned but is not the source. "Absent" means the AI answered without it.

QueryTypeCrateDB in the AI answerTop sources cited
best real-time analytics databasePositioningAbsenttinybird.co, clickhouse.com, motherduck.com
real-time analytics database vendorsPositioningCitedcratedb.com, tinybird.co, startree.ai
real-time analytics database solutionsPositioningAbsenttinybird.co, cloud.google.com, databricks.com
real-time analytics database softwarePositioningCitedtinybird.co, clickhouse.com, startree.ai
real-time analytics database platformPositioningCitedtinybird.co, startree.ai, cratedb.com
top real-time analytics database providersPositioningAbsenttinybird.co, velodb.io, devopsschool.com
real-time analytics database comparisonPositioningAbsenttinybird.co, velodb.io, motherduck.com
best distributed sql databasePositioningAbsentreddit.com, pingcap.com, yugabyte.com
distributed sql database vendorsPositioningAbsentyugabyte.com, research.isg-one.com, pingcap.com
distributed sql database solutionsPositioningAbsentreddit.com, aws.amazon.com, en.wikipedia.org
distributed sql database softwarePositioningAbsenten.wikipedia.org, reddit.com, scylladb.com
distributed sql database platformPositioningNo AI answer
top distributed sql database providersPositioningAbsentreddit.com, yugabyte.com, pingcap.com
distributed sql database comparisonPositioningAbsentscylladb.com, pingcap.com, yugabyte.com
best time series databasePositioningAbsentreddit.com, clickhouse.com, db-engines.com
time series database vendorsPositioningAbsenttimestored.com, influxdata.com, kx.com
time series database solutionsPositioningAbsentreddit.com, influxdata.com, aws.amazon.com
time series database softwarePositioningAbsenten.wikipedia.org, influxdata.com, questdb.com
time series database platformPositioningAbsentinfluxdata.com, reddit.com, youtube.com
top time series database providersPositioningAbsentreddit.com, influxdata.com, timestored.com
time series database comparisonPositioningAbsentreddit.com, db-engines.com, questdb.com
best vector search databasePositioningAbsentzenml.io, encore.dev, firecrawl.dev
vector search database vendorsPositioningAbsentreddit.com, zenml.io, mastra.ai
vector search database solutionsPositioningAbsentzenml.io, qdrant.tech, en.wikipedia.org
vector search database softwarePositioningAbsentzenml.io, en.wikipedia.org, reddit.com
vector search database platformPositioningAbsentdocs.cloud.google.com, qdrant.tech, zenml.io
top vector search database providersPositioningAbsentzenml.io, encore.dev, liveblocks.io
vector search database comparisonPositioningAbsentsuperlinked.com, firecrawl.dev, zenml.io
best industrial iot dataPositioningAbsentreliamag.com, govimana.com, hivemq.com
industrial iot data vendorsPositioningAbsentiiot-world.com, gartner.com, iot-analytics.com
industrial iot data solutionsPositioningAbsentconfluent.io, hivemq.com, transatel.com
industrial iot data softwarePositioningAbsentgartner.com, inductiveautomation.com, ptc.com
industrial iot data platformPositioningAbsentptc.com, gartner.com, youtube.com
top industrial iot data providersPositioningAbsentgartner.com, iot-analytics.com, reliamag.com
industrial iot data comparisonPositioningAbsentreddit.com, resources.sw.siemens.com, reliamag.com
alternatives to CrateDBComparisonCitedcratedb.com, gartner.com, tinybird.co
CrateDB vs ClickHouseComparisonCitedcratedb.com, tinybird.co, peerspot.com
CrateDB vs TimescaleDBComparisonCitedcratedb.com, slashdot.org, sourceforge.net
CrateDB vs ElasticsearchComparisonCitedcratedb.com, reddit.com, n8n.io
THREE FINDINGS THAT MATTER
01

The brand is missing from 82% of AI-answer queries

CrateDB is cited in 7 of the 38 AI answers we triggered.

02

AI misreads the category

CrateDB presents as real-time analytics database, distributed SQL database, time series database, vector search database, industrial IoT data. AI Overviews cite it on Cratedb and it is absent on Real-Time Analytics Database, Distributed Sql Database, Time Series Database.

TOP THREE MOVES
01

Win presence on Real-Time Analytics Database

Impact high · effort medium · 30 to 60 days

02

Convert named-not-cited queries into citations

Impact medium · effort low · 0 to 30 days

03

Earn placement in the third-party listicles AI cites

Impact high · effort medium · 30 to 90 days

WHERE GOOGLE'S AI GETS ITS ANSWERS

The sources Google's AI cites in this category, and what it tells you about earning citations.

Domain AI citesPagesContext
youtube.com26Cited on 26 of the queries we tested.
reddit.com16Cited on 16 of the queries we tested.
clickhouse.com11Cited on 11 of the queries we tested.
pingcap.com10Cited on 10 of the queries we tested.
aws.amazon.com10Cited on 10 of the queries we tested.
medium.com9Cited on 9 of the queries we tested.
tigerdata.com7Cited on 7 of the queries we tested.
en.wikipedia.org7Cited on 7 of the queries we tested.
questdb.com7Cited on 7 of the queries we tested.
influxdata.com7Cited on 7 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations CrateDB is missing. Earning AI citation on the invisible themes means placement on those third-party pages, not only owning its own glossary.
AI-REVEALED PEERS

The competitive set drawn by Google's AI itself. Observed, not chosen.

See which queries each peer won →

Brands and domains Google's AI cites in place of CrateDB on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 26 of the tested queries.
reddit.comCited on 16 of the tested queries.
clickhouse.comCited on 11 of the tested queries.
pingcap.comCited on 10 of the tested queries.
aws.amazon.comCited on 10 of the tested queries.
medium.comCited on 9 of the tested queries.
tigerdata.comCited on 7 of the tested queries.
en.wikipedia.orgCited on 7 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries CrateDB is missing.
90-DAY ROADMAP

Three sprints from first wins to compounding category presence.

Month 1  ·  Days 1 to 30
  • Publish solution and comparison pages for Real-Time Analytics Database, Distributed Sql Database, Time Series Database.
  • Build linkable comparison assets so AI Overviews can cite the brand's own domain.
Month 2  ·  Days 31 to 60
  • Earn placement in third-party best-of listicles and review sites the AI cites.
  • Seed community and review presence where AI Overviews pull trust signals.
Month 3  ·  Days 61 to 90
  • Expand owned comparison content across decision-stage queries.
  • Re-audit to confirm invisible themes move to cited and track citation share.