Neo4j vs Stardog: which does AI recommend?

Since Jun 3 · · ChatGPT and Google AI Mode

Based on 100 AI responses that name bothReviewed by

How we measure

AI summary

is considered for enterprise knowledge graphs and agentic retrieval, while is described as more operationally complex. When both are named, is listed first usually.

Head to head

Listed first when AI names both

Neo4jNeo4j: 82% (Neo4j leads)StardogStardog: 18%

Recommended when named

Neo4jNeo4j: 100%
StardogStardog: 96%

Pick Neo4j for

  • Enterprise agent knowledge graph Almost always
  • Knowledge graph querying Almost always

Topic by topic

The shared topics split about evenly overall: is far ahead in LLM knowledge graph databases, while is ahead in free tier pricing limits.

Neo4j named more1Stardog named more1

Neo4j named more

Stardog named more

Only Neo4j is ranked in10

What people ask AI about Neo4j and Stardog

is listed first almost always for building an enterprise-agent knowledge graph and for a knowledge graph queried by a Large Language Model. is listed first slightly more often for glossary and ontology generation from mixed docs and code.

Neo4j listed firstStardog listed first
  1. What's the best tool to build a knowledge graph that grounds an enterprise agent?Neo4j almost always first
  2. We need a living knowledge graph of how support refunds, sales discounts, and engineering incidents are handled. What products solve this?Leans Neo4j
  3. I need a knowledge graph that can be queried by a Large Language Model.Neo4j almost always first
  4. What’s the best glossary and ontology generator from mixed docs and code?Leans Stardog

Who AI mentions first

Neo4j listed firstStardog listed first

is listed first every month.

  1. JulNeo4j listed first: 90%Stardog listed first: 10%
  2. AugNeo4j listed first: 85%Stardog listed first: 15%
  3. SepNeo4j listed first: 71%Stardog listed first: 29%

Every engine leans to when both brands are named, with ChatGPT Search leaning more. ChatGPT Search and Google AI Mode each list first usually.

  • ChatGPTNeo4j listed first: 86%Stardog listed first: 14%
  • Google AI ModeNeo4j listed first: 77%Stardog listed first: 23%

Sources AI cites

Neo4j favouredNeither favouredStardog favoured

Other brands AI mentions

and also appear in answers naming both brands.

BrandMentioned in
  1. Amazon Neptune59%
  2. LlamaIndex36%
  3. LangChain32%
  4. Ontotext29%
  5. Atlan23%
  6. Tigergraph16%
  7. GraphDB15%
  8. Memgraph15%
  9. Microsoft14%
  10. LangChain LangGraph12%
  11. Palantir Foundry12%
  12. OpenAI10%

Neo4j vs Stardog: common questions

Is Neo4j better than Stardog?
Neo4j is considered for enterprise knowledge graphs and agentic retrieval, while Stardog is described as more operationally complex. When both are named, Neo4j is listed first usually.
Do ChatGPT and Google AI Mode recommend Neo4j or Stardog?
Every engine leans to Neo4j when both brands are named, with ChatGPT Search leaning more. ChatGPT Search and Google AI Mode each list Neo4j first usually.
What are the alternatives to Neo4j and Stardog?
Amazon Neptune and LlamaIndex also appear in answers naming both brands.
When is Neo4j the better pick?
AI usually lists Neo4j first for: Enterprise agent knowledge graph; Knowledge graph querying.

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