A look at how Stardog 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.
Stardog is cited in 9 of 39 AI answers. It shows up on Knowledge Graph, Stardog. It is absent on Semantic Layer, Enterprise Data Virtualization, Graph Database.
AI answers fire on 100% of tracked queries, yet Stardog is quoted in only 23% of them. When it does appear, it sits as a listed provider, rarely the lead source.
The Knowledge Graph-Powered Semantic Layer | Stardog Product About What is a Knowledge Graph? Knowledge Graph Use Cases What is a Semantic Layer? How Knowledge Graphs Compare Deployment Options Pricing Knowledge Graphs & Agentic AI Starstardog.com, 2026
Differentiators it leads with: Stardog Voicebox, Knowledge Graph, Semantic Layer, Enterprise Data Virtualization.
Cited as a provider on Knowledge Graph, Stardog queries.
Appears alongside youtube.com, promethium.ai, atscale.com.
See the full query-by-query breakdown →
| Topic | Presence in AI answers | Buyer intent |
|---|---|---|
| Knowledge Graph | Owned | positioning |
| Stardog | Owned | comparison |
| Semantic Layer | Invisible | positioning |
| Enterprise Data Virtualization | Invisible | positioning |
| Graph Database | Invisible | positioning |
| Data Fabric | Invisible | positioning |
Problem Aware. overview queries: Stardog appears on 2 of 6 themes.
Solution Aware. Owned on Knowledge Graph, Stardog; absent on Semantic Layer, Enterprise Data Virtualization, Graph Database.
Alternatives. 2 themes name the brand without citing it; 28 queries answer without it at all.
39 queries across branded, positioning, and comparison intent. "Cited" means Stardog'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 | Type | Stardog in the AI answer | Top sources cited |
|---|---|---|---|
| best knowledge graph | Positioning | Cited | reddit.com, neo4j.com, medium.com |
| knowledge graph vendors | Positioning | Cited | stardog.com, marketsandmarkets.com, graphwise.ai |
| knowledge graph solutions | Positioning | Cited | neo4j.com, stardog.com, puppygraph.com |
| knowledge graph software | Positioning | Named, not cited | neo4j.com, graphwise.ai, data.world |
| knowledge graph platform | Positioning | Cited | stardog.com, neo4j.com, reddit.com |
| top knowledge graph providers | Positioning | Cited | marketsandmarkets.com, getgalaxy.io, stardog.com |
| knowledge graph comparison | Positioning | Absent | reddit.com, puppygraph.com, atlan.com |
| best semantic layer | Positioning | Absent | davidsj.substack.com, atlan.com, levelup.gitconnected.com |
| semantic layer vendors | Positioning | Absent | reddit.com, atscale.com, cube.dev |
| semantic layer solutions | Positioning | Absent | reddit.com, cube.dev, enterprise-knowledge.com |
| semantic layer software | Positioning | Absent | atscale.com, cube.dev, promethium.ai |
| semantic layer platform | Positioning | Absent | atscale.com, kyvosinsights.com, promethium.ai |
| top semantic layer providers | Positioning | Absent | reddit.com, atscale.com, promethium.ai |
| semantic layer comparison | Positioning | Absent | reddit.com, promethium.ai, davidsj.substack.com |
| best enterprise data virtualization | Positioning | Absent | gartner.com, denodo.com, promethium.ai |
| enterprise data virtualization vendors | Positioning | Absent | denodo.com, promethium.ai, dremio.com |
| enterprise data virtualization solutions | Positioning | Absent | gartner.com, denodo.com, atscale.com |
| enterprise data virtualization software | Positioning | Absent | denodo.com, k2view.com, gartner.com |
| enterprise data virtualization platform | Positioning | Absent | denodo.com, perforce.com, gartner.com |
| top enterprise data virtualization providers | Positioning | Absent | gartner.com, denodo.com, solutionsreview.com |
| enterprise data virtualization comparison | Positioning | Absent | progress.com, promethium.ai, denodo.com |
| best graph database | Positioning | Absent | cambridge-intelligence.com, reddit.com, aws.amazon.com |
| graph database vendors | Positioning | Absent | cambridge-intelligence.com, memgraph.com, nebula-graph.io |
| graph database solutions | Positioning | Absent | reddit.com, cambridge-intelligence.com, syntaxia.com |
| graph database software | Positioning | Absent | neo4j.com, tigergraph.com, nebula-graph.io |
| graph database platform | Positioning | Cited | neo4j.com, en.wikipedia.org, memgraph.com |
| top graph database providers | Positioning | Absent | cambridge-intelligence.com, syntaxia.com, pub.towardsai.net |
| graph database comparison | Positioning | Absent | cambridge-intelligence.com, aws.amazon.com, linkedin.com |
| best data fabric | Positioning | Absent | qlik.com, alation.com, promethium.ai |
| data fabric vendors | Positioning | Absent | nexla.com, techtarget.com, promethium.ai |
| data fabric solutions | Positioning | Absent | ibm.com, microsoft.com, alation.com |
| data fabric software | Positioning | Absent | hpe.com, learn.microsoft.com, youtube.com |
| data fabric platform | Positioning | Absent | microsoft.com, azure.microsoft.com, youtube.com |
| top data fabric providers | Positioning | Absent | techtarget.com, nexla.com, alation.com |
| data fabric comparison | Positioning | Absent | informatica.com, alation.com, ibm.com |
| alternatives to Stardog | Comparison | Cited | reddit.com, g2.com, puppygraph.com |
| Stardog vs Neo4j | Comparison | Named, not cited | medium.com, puppygraph.com, groups.google.com |
| Stardog vs Denodo | Comparison | Cited | community.stardog.com, denodo.com, puppygraph.com |
| Stardog vs Ontotext | Comparison | Cited | 6sense.com, atlan.com, linkurious.com |
Stardog is cited in 9 of the 39 AI answers we triggered.
Stardog presents as knowledge graph, semantic layer, enterprise data virtualization, graph database, data fabric. AI Overviews cite it on Knowledge Graph, Stardog and it is absent on Semantic Layer, Enterprise Data Virtualization, Graph Database.
Impact high · effort medium · 30 to 60 days
Impact medium · effort low · 0 to 30 days
Impact high · effort medium · 30 to 90 days
| Domain AI cites | Pages | Context |
|---|---|---|
| youtube.com | 27 | Cited on 27 of the queries we tested. |
| promethium.ai | 16 | Cited on 16 of the queries we tested. |
| atscale.com | 14 | Cited on 14 of the queries we tested. |
| reddit.com | 12 | Cited on 12 of the queries we tested. |
| dremio.com | 12 | Cited on 12 of the queries we tested. |
| denodo.com | 9 | Cited on 9 of the queries we tested. |
| neo4j.com | 8 | Cited on 8 of the queries we tested. |
| atlan.com | 7 | Cited on 7 of the queries we tested. |
| solutionsreview.com | 7 | Cited on 7 of the queries we tested. |
| kaelio.com | 6 | Cited on 6 of the queries we tested. |
See which queries each peer won →
Brands and domains Google's AI cites in place of Stardog on the queries where it is absent. Observed, not chosen.
| Peer | How AI frames it |
|---|---|
| youtube.com | Cited on 27 of the tested queries. |
| promethium.ai | Cited on 16 of the tested queries. |
| atscale.com | Cited on 14 of the tested queries. |
| reddit.com | Cited on 12 of the tested queries. |
| dremio.com | Cited on 12 of the tested queries. |
| denodo.com | Cited on 9 of the tested queries. |
| neo4j.com | Cited on 8 of the tested queries. |
| atlan.com | Cited on 7 of the tested queries. |