GEO AUDIT · BRAND-ONLY

Fluree.

A look at how Fluree 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.

Siteflur.ee

Where we lookedGoogle AI Overviews, US

Questions tested39 brand, category, and competitor queries

PreparedSeptember 28, 2026 · by AUQ

AI Visibility Score

out of 100. Absent band. Fluree is cited in 5 of 39 AI answers. It shows up on Fluree. It is absent on Knowledge Graph, Graph Database, Semantic Layer.

Verified AI Overview citations

Fluree's brand is cited in 5 of the 39 AI-answer queries we tested.

AI answer trigger rate

100%

Google's AI answer box fires on 39 of 39 tracked queries.

Citation rate when AI answers

13%

Share of AI-answer queries where the brand is actually quoted.

EXECUTIVE SUMMARY

Fluree scores 18 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Fluree is cited in 5 of 39 AI answers. It shows up on Fluree. It is absent on Knowledge Graph, Graph Database, Semantic Layer.

AI answers fire on 100% of tracked queries, yet Fluree is quoted in only 13% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score

Absent band

BarelyLowCompetitiveDominant

What's in the score

Your pages being quoted 35%13 / 100
Inclusion in category answers 25%13 / 100
How AI describes the brand 20%33 / 100
Topic coverage breadth 20%17 / 100

IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Knowledge Graph

values for the homepage and for any request that hits a page before React/Helmet can inject route-specific tags. The SEO component (src/components/seo/SEO.tsx) overrides all of these per-route. --> Fluree , Enterprise AI Data Platform (in Pflur.ee, 2026

Differentiators it leads with: Knowledge Graph, Graph Database, Semantic Layer, Content Auto-Tagging.

What Google's AI says

Recognized in AI answers for Fluree

Cited as a provider on Fluree queries.

Appears alongside youtube.com, reddit.com, ovaledge.com.

The core gap

Fluree presents as knowledge graph, graph database, semantic layer, content auto-tagging, taxonomy management. AI Overviews cite it on Fluree and it is absent on Knowledge Graph, Graph Database, Semantic Layer.

Words AI uses for the brand

Fluree

The brand's own pillars that AI omits

Knowledge GraphGraph DatabaseSemantic LayerCited 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 →

Topic	Presence in AI answers	Buyer intent
Fluree	Owned	comparison
Knowledge Graph	Invisible	positioning
Graph Database	Invisible	positioning
Semantic Layer	Invisible	positioning
Content Auto-Tagging	Invisible	positioning
Taxonomy Management	Invisible	positioning

Buyer-journey coverage

Problem Aware. Overview queries: Fluree appears on 1 of 6 themes.

Solution Aware. Owned on Fluree; absent on Knowledge Graph, Graph Database, Semantic Layer.

Alternatives. 0 themes name the brand without citing it; 34 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

Brand, category, and comparison queries analyzed.

AI answers fired

100% of tracked queries trigger an AI Overview.

Times brand cited

13% citation rate when AI answers.

Total brand mentions

Across all observed AI responses.

Case Studies

This playbook has already worked. Here's the proof.

Executed by AUQ for B2B SaaS teams with the same gaps this audit found.

1,000+ Fraud.net AI citations earned in 6 months through GEO prompt research and content automation. Read the case study → +173% Microblink Organic traffic growth from technical SEO, content automation, and GEO-focused linkbuilding. Read the case study → +30,000 AKOOL Visits in 6 months via technical optimizations and content strategy we executed end-to-end. Read the case study → +200% DeepInfra Technical blog traffic growth from a blog redesign, author training, and SaaS linkbuilding. Read the case study →

Get results like these for Fluree → See all case studies

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 Fluree'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.

Query	Fluree in the AI answer	Top sources cited
best knowledge graph	Absent	ovaledge.com, falkordb.com, youtube.com
knowledge graph vendors	Cited	reddit.com, youtube.com, flur.ee
knowledge graph solutions	Absent	reddit.com, datavid.com, neo4j.com
knowledge graph software	Absent	reddit.com, tomsawyer.com, neo4j.com
knowledge graph platform	Absent	stardog.com, neo4j.com, ovaledge.com
top knowledge graph providers	Absent	youtube.com, kmworld.com, linkedin.com
knowledge graph comparison	Absent	link.springer.com, puppygraph.com, meilisearch.com
best graph database	Absent	tigergraph.com, influxdata.com, softwarerecs.stackexchange.com
graph database vendors	Absent	cambridge-intelligence.com, syntaxia.com, neo4j.com
graph database solutions	Absent	tigergraph.com, youtube.com, luminovatechnology.com
graph database software	Absent	neo4j.com, en.wikipedia.org, reddit.com
graph database platform	Absent	neo4j.com, techtarget.com, reddit.com
top graph database providers	Absent	db-engines.com, getgalaxy.io, tigergraph.com
graph database comparison	Absent	cambridge-intelligence.com, db-engines.com, reddit.com
best semantic layer	Absent	cube.dev, levelup.gitconnected.com, promethium.ai
semantic layer vendors	Absent	promethium.ai, ovaledge.com, dawiso.com
semantic layer solutions	Absent	promethium.ai, atscale.com, salesforce.com
semantic layer software	Absent	atscale.com, cube.dev, promethium.ai
semantic layer platform	Absent	atscale.com, promethium.ai, databricks.com
top semantic layer providers	Absent	promethium.ai, atlan.com, dremio.com
semantic layer comparison	Absent	promethium.ai, colrows.com, holistics.io
best content auto-tagging	Absent	wasabi.com, eesel.ai, youtube.com
content auto-tagging vendors	Absent	xtivia.com, cmswire.com, blog.wideeyes.ai
content auto-tagging solutions	Absent	media-innovation.news, iomovo.io, aws.amazon.com
content auto-tagging software	Absent	youtube.com, razuna.com, yetone.pro
content auto-tagging platform	Absent	rws.com, sitecore.com, veritone.com
top content auto-tagging providers	Absent	veritone.com, kontent.ai, enterprise-knowledge.com
content auto-tagging comparison	Absent	codeart.dk, arxiv.org, researchgate.net
best taxonomy management	Absent	youtube.com, hedden-information.com, plytix.com
taxonomy management vendors	Absent	ovaledge.com, taxonomystrategies.com, realstorygroup.com
taxonomy management solutions	Absent	accidental-taxonomist.blogspot.com, ovaledge.com, taxonomystrategies.com
taxonomy management software	Absent	ovaledge.com, ontology.video, help-archives.hannonhill.com
taxonomy management platform	Absent	ovaledge.com, taxonomystrategies.com, synaptica.com
top taxonomy management providers	Absent	ovaledge.com, taxonomystrategies.com, poolparty.biz
taxonomy management comparison	Absent	ovaledge.com, bounteous.com, graphwise.ai
alternatives to Fluree	Cited	reddit.com, flur.ee, github.com
Fluree vs Stardog	Cited	gdb-engines.com, labs.flur.ee, sourceforge.net
Fluree vs Neo4j	Cited	flur.ee, gdb-engines.com, github.com
Fluree vs Ontotext	Cited	reddit.com, 2024.connected-data.london, flur.ee

THREE FINDINGS THAT MATTER

The brand is missing from 87% of AI-answer queries

Fluree is cited in 5 of the 39 AI answers we triggered.

AI misreads the category

TOP THREE MOVES

Win presence on Knowledge Graph

Impact high · effort medium · 30 to 60 days

Convert named-not-cited queries into citations

Impact medium · effort low · 0 to 30 days

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 cites	Pages	Context
youtube.com	26	Cited on 26 of the queries we tested.
reddit.com	13	Cited on 13 of the queries we tested.
ovaledge.com	12	Cited on 12 of the queries we tested.
neo4j.com	12	Cited on 12 of the queries we tested.
linkedin.com	9	Cited on 9 of the queries we tested.
aws.amazon.com	8	Cited on 8 of the queries we tested.
cube.dev	7	Cited on 7 of the queries we tested.
promethium.ai	7	Cited on 7 of the queries we tested.
getdbt.com	7	Cited on 7 of the queries we tested.
atscale.com	7	Cited on 7 of the queries we tested.

Reading

Independent listicles, communities, and rival explainers win the citations Fluree 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 Fluree on the queries where it is absent. Observed, not chosen.

Peer	How AI frames it
youtube.com	Cited on 26 of the tested queries.
reddit.com	Cited on 13 of the tested queries.
ovaledge.com	Cited on 12 of the tested queries.
neo4j.com	Cited on 12 of the tested queries.
linkedin.com	Cited on 9 of the tested queries.
aws.amazon.com	Cited on 8 of the tested queries.
cube.dev	Cited on 7 of the tested queries.
promethium.ai	Cited on 7 of the tested queries.

Key observation

youtube.com is the most-cited source across the queries Fluree is missing.

Fluree.

Fluree scores 18 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

We don't hand you a report and walk away. We execute it.

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

Knowledge Graph

Recognized in AI answers for Fluree

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

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

This playbook has already worked. Here's the proof.

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

The brand is missing from 87% of AI-answer queries

AI misreads the category

Win presence on Knowledge Graph

Convert named-not-cited queries into citations

Earn placement in the third-party listicles AI cites

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

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

Three sprints from first wins to compounding category presence.