What AI says about Neo4j
Data as of Oct 26, 2026Based on 40,703 AI responses
Reviewed by Dimitry Apollonsky
AI summary
Neo4j is a graph database platform and managed cloud service that provides tools like the LLM Knowledge Graph Builder to generate, query, and visualize connected data. It is the usual answer when teams need to extract entities and relationships from unstructured text documents without a predefined schema to build and query knowledge graphs.
Neo4jThis page2%
Products
- LLM Knowledge Graph Builder<1%
- Bloom<1%
- Aura<1%
Mentioned in
2%
of AI answers about Neo4j and its rivals · since Jul 5
The market map
AI Knowledge Graph PlatformsMentioned in
- 1Neo4jMentioned in 74%Avg. position 4.2
- 2LangChainMentioned in 43%Avg. position 5.5
- 3LlamaIndexMentioned in 34%Avg. position 5.9
- 3Amazon NeptuneMentioned in 31%Avg. position 5.3
- 6MemgraphMentioned in 28%Avg. position 6.5
- 6Microsoft GraphRAGMentioned in 25%Avg. position 4.7
- 8MicrosoftMentioned in 21%Avg. position 4.6
- 9FalkorDBMentioned in 13%Avg. position 6.2
- 9OpenAIMentioned in 13%Avg. position 7.3
- 13DiffbotMentioned in 10%Avg. position 6.2
- 13StardogMentioned in 9%Avg. position 5.3
- 13spaCyMentioned in 8%Avg. position 6.6
- 16LightRAGMentioned in 7%Avg. position 6.8
- 16LinkuriousMentioned in 6%Avg. position 4.6
Where Neo4j ranks in AI
MarketRank · Mentioned in
- AI Knowledge Graph Platforms#1 · 74%
- AI Knowledge Base Assistant Bots#5 · 19%
- Audit and Fraud Analytics Software#30 · 5%
- Text-to-SQL Semantic Layer Platforms#41 · 2%
- AI Document Processing and OCR Tools#62 · 1%
- Vector Database Platforms#62 · <1%
- AdTech and MarTech Platforms#70 · 1%
- Fraud Detection and Prevention Platforms#83 · 1%
- Business Intelligence & Analytics Software#109 · 1%
- Diagramming and Architecture Visualization Software#112 · <1%
- Enterprise Cloud Storage & Data Platforms#176 · <1%
- Industrial Digital Twin Platforms#179 · <1%
Topics where AI mentions Neo4j
TopicMentioned in · on this topicRank
- LLM knowledge graph databasesAI Knowledge Graph Platforms90%Rank #1
- Graph database visualization tool for generative AI explorationAI Knowledge Graph Platforms65%Rank #1
- Free tier pricing limitsAI Knowledge Graph Platforms28%Rank #3
- Advanced RAG retrieval strategiesLLM Agent Frameworks and Tooling2%Rank #8
- Audit and fraud data analyticsAudit and Fraud Analytics Software17%Rank #9
- Self-hosted open source vector databaseVector Database Platforms2%Rank #10
- Agent memory integrationLLM Agent Frameworks and Tooling5%Rank #16
- Advanced threat path analysisCloud Infrastructure Management and Security2%Rank #18
- Simulation AI for digital twins
- Mentioned in
- What's the best tool to build a knowledge graph that grounds an enterprise agent?on this question98%
Excerpts where Neo4j appeared in the AI's answer
ChatGPT SearchSep 19, 2026, ChatGPT Search If your goal is an enterprise agent grounded in structured + unstructured company knowledge, my default choice today would be Neo4j.
ChatGPT SearchSep 15, 2026, ChatGPT Search If the goal is **an enterprise agent that needs reliable, explainable grounding**, my default pick today is **Neo4j**.
- I want to build a knowledge graph from unstructured text and query it with an LLM. What's the best graph database and LLM integration?on this question98%
Excerpts where Neo4j appeared in the AI's answer
ChatGPT SearchSep 25, 2026, ChatGPT Search My default choice: Neo4j + Neo4j GraphRAG + an LLM with structured output.
Google AI ModeSep 21, 2026, Google AI Mode It supports property graphs, native vector search, and specialized extensions like Neo4j Graph Data Science and the Neo4j GraphRAG Python package for hybrid retrieval.
- I need a knowledge graph that can be queried by a Large Language Model.on this question100%
Excerpts where Neo4j appeared in the AI's answer
Google AI ModeOct 21, 2026, Google AI Mode Popular frameworks for this setup include Neo4j with LangChain Graph Transformers
Google AI ModeSep 26, 2026, Google AI Mode Neo4j Graph Database & LLM Integrations : The industry standard for property graphs.
- What is the best tool for creating a knowledge graph by automatically extracting entities and relationships from unstructured text?on this question85%
Excerpts where Neo4j appeared in the AI's answer
Google AI ModeOct 16, 2026, Google AI Mode Built by Neo4j Labs, this tool lets you upload PDFs, web pages, or documents via a simple interface, uses LangChain's graph transformers under the hood to pull out nodes and edges, and pushes them directly into a Neo4j database
ChatGPT SearchSep 30, 2026, ChatGPT Search Neo4j is actively building an ecosystem around knowledge-graph construction and GraphRAG.
- I need a knowledge graph builder that ingests unstructured text and does not require a pre-defined schema.on this question71%
Excerpts where Neo4j appeared in the AI's answer
ChatGPT SearchOct 5, 2026, ChatGPT Search It supports PDFs, documents, web pages, YouTube transcripts, and other sources, and stores the resulting graph in Neo4j.
Google AI ModeSep 27, 2026, Google AI Mode The resulting dynamic nodes and edges are written straight into a graph database like Neo4j.
- I need to create a knowledge graph. What's an AI tool that can automatically extract entities and relationships from a large corpus of unstructured text documents?on this question71%
Excerpts where Neo4j appeared in the AI's answer
Google AI ModeOct 12, 2026, Google AI Mode Neo4j provides deep ecosystem tooling (including their Graph Database and LangChain/LlamaIndex LLM integrations) to parse text chunks and load them directly into a graph structure.
Google AI ModeOct 4, 2026, Google AI Mode Neo4j Graph Database & LangChain/LlamaIndex Integrations : Neo4j provides robust developer guides and tools (like the Neo4j Graph Database)
How AI describes Neo4j
Common descriptions
industry standard · excellent · gold standard · graph database · best overall
Tone of AI’s statements about Neo4j
- Positive54%
- Neutral45%
- Mixed1%
- Negative<1%
Question: I need a knowledge graph that can be queried by a Large Language Model.
Google AI ModeOct 21, 2026
Popular frameworks for this setup include Neo4j with LangChain Graph Transformers
Google AI ModeSep 26, 2026
Neo4j Graph Database & LLM Integrations : The industry standard for property graphs.
Google AI ModeAsk Google AI Mode yourself (opens in a new tab)ChatGPT SearchAsk ChatGPT yourself (opens in a new tab)
Question: What is the best tool for creating a knowledge graph by automatically extracting entities and relationships from unstructured text?
ChatGPT SearchSep 30, 2026
Neo4j is actively building an ecosystem around knowledge-graph construction and GraphRAG.
ChatGPT SearchAsk ChatGPT yourself (opens in a new tab)Google AI ModeAsk Google AI Mode yourself (opens in a new tab)
How prominently AI mentions Neo4j
Position in answers
- Named first36%
- 2nd or 3rd16%
- Later48%
Each engine’s share of its own answers across Neo4j’s markets · since Jul 5
- ChatGPT Search2%
- Google AI Mode1%
Sources AI cites
neo4j.com 45%Other sites 55%
- Owned45%
- How to convert unstructured text to knowledge graphs using LLMs · 5% (opens in a new tab)
- Neo4j LLM Knowledge Graph Builder - Extract Nodes and Relationships from Unstructured Text - Developer Guides · 4% (opens in a new tab)
- User Guide: Knowledge Graph Builder — neo4j-graphrag-python documentation · 3% (opens in a new tab)
- Creating Knowledge Graphs from Unstructured Data - Developer Guides · 3% (opens in a new tab)
- Neo4j LLM Knowledge Graph Builder - Extract Nodes and Relationships from Unstructured Text - Neo4j Labs · 2% (opens in a new tab)
- How to improve multi-hop reasoning with knowledge graphs and LLMs · 2% (opens in a new tab)
- Neo4j Graph Intelligence Platform · 2% (opens in a new tab)
- Introduction to the Neo4j LLM knowledge graph builder · 2% (opens in a new tab)
- Generative AI - Ground LLMs with Knowledge Graphs · 1% (opens in a new tab)
- LLM knowledge graph builder: From zero to GraphRAG in five minutes · 1% (opens in a new tab)
- 9%
- Building a Knowledge Graph: A Comprehensive End-to-End Guide Using Modern Tools | by Brian James Curry | Jan, 2026 | Medium · 1% (opens in a new tab)
- Medium · 1% (opens in a new tab)
- GraphRAG & Graph Databases: Grounding LLMs with Knowledge Graphs | by QuarkAndCode | Feb, 2026 | Medium · <1% (opens in a new tab)
- Top 10 Query Languages Every Developer Should Know | by Muhammad Azeem (Full-Stack Developer) | Medium · <1% (opens in a new tab)
- Powerful Alternatives to SQL that Will Revolutionize Database Management · <1% (opens in a new tab)
- Build Robust Chatbots with Neo4j, Knowledge Graphs, and LLMs | by Maninder Singh | Medium · <1% (opens in a new tab)
- Graph RAG (Retrieval Augmented Generation): The Future of AI-Powered Search & Retrieval | by Tahir | Medium · <1% (opens in a new tab)
- Enhance Semantic Search of Text Embeddings through Collaborative Filtering over A Knowledge Graph · <1% (opens in a new tab)
- From Vector Search to Knowledge Traversal: Upgrading Your RAG with Graphs · <1% (opens in a new tab)
- Key Generative AI Frameworks and Tools Every AI/ML Engineer Should Master! · <1% (opens in a new tab)
- 6%
- Practical GraphRAG: Making LLMs smarter with Knowledge Graphs — Michael, Jesus, and Stephen, Neo4j · <1% (opens in a new tab)
- NODES 2024 - Building Knowledge Graphs With LLMs · <1% (opens in a new tab)
- Create Knowledge Graphs from Unstructured Data with Neo4j ... · <1% (opens in a new tab)
- Graph DB to LLM: Chat with Structured Data (NO Cypher/SQL) · <1% (opens in a new tab)
- LLMS With Knowledge Graph · <1% (opens in a new tab)
- LangExtract: Turn Messy Text into Graph-RAG Insights · <1% (opens in a new tab)
- Extracting Knowledge Graphs From Text With GPT4o · <1% (opens in a new tab)
- NODES 2023 - Using LLMs to Convert Unstructured Data ... · <1% (opens in a new tab)
- Beginner's Guide to Neo4j Graph Databases ... · <1% (opens in a new tab)
- Using LLMs to Create Knowledge Graphs From a Large ... · <1% (opens in a new tab)
- 3%
- GitHub - neo4j-labs/llm-graph-builder: Neo4j graph construction from unstructured data using LLMs · GitHub · 2% (opens in a new tab)
- GitHub - aimaster-dev/knowledge-graph-construction: This AI-powered tool extracts Subject-Predicate-Object (SPO) triplets from unstructured text using LLMs, performs entity standardization and relationship inference, and generates interactive, community-detected knowledge graphs with rich visualizations. · GitHub · <1% (opens in a new tab)
- GitHub - dbmi-pitt/UMLS-Graph: UMLS Graph database for semantic queries · <1% (opens in a new tab)
- 3%
- [P] Generating Knowledge Graphs From Unstructured Text Data · 1% (opens in a new tab)
- graphrag: Defining the schema...or not? · <1% (opens in a new tab)
- Alternatives to SQL? Are there even any? · <1% (opens in a new tab)
- reddit.com · <1% (opens in a new tab)
- Better approaches for building knowledge graphs from bulk unstructured data (like PDFs)? · <1% (opens in a new tab)
- How can we use knowledge graph for LLMs? · <1% (opens in a new tab)
- Enterprise data is messy, how do you make it work for AI? · <1% (opens in a new tab)
- Nomik – Open-source codebase knowledge graph (Neo4j + MCP) for token-efficient local AI coding agents · <1% (opens in a new tab)
- I want to build a knowledge graph - can you tell me if that's something doable and makes sense, or it's complete nonsense · <1% (opens in a new tab)
- I built a CLI that turns documents into knowledge graphs — no code, no database · <1% (opens in a new tab)
- 2%
- [2412.18702] CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era · <1% (opens in a new tab)
- KGGen: Extracting Knowledge Graphs from Plain Text with Language Models · <1% (opens in a new tab)
- [2510.10123] The Hybrid Multimodal Graph Index (HMGI): A Comprehensive Framework for Integrated Relational and Vector Search · <1% (opens in a new tab)
- Hierarchical Lexical Graph for Enhanced Multi-Hop Retrieval · <1% (opens in a new tab)
- A Knowledge Graph-based Retrieval-Augmented Generation Framework for Algorithm Selection in the Facility Layout Problem · <1% (opens in a new tab)
- [2412.00608] Leveraging LLM for Automated Ontology Extraction and Knowledge Graph Generation · <1% (opens in a new tab)
- [2505.23628] AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora · <1% (opens in a new tab)
- [2507.03226] Towards Practical GraphRAG: Efficient Knowledge Graph Construction and Hybrid Retrieval at Scale · <1% (opens in a new tab)
- Benchmarking Vector, Graph and Hybrid Retrieval Augmented Generation (RAG) Pipelines for Open Radio Access Networks (ORAN) · <1% (opens in a new tab)
- AGENTiGraph: An Interactive Knowledge Graph Platform for LLM-based Chatbots Utilizing Private Data · <1% (opens in a new tab)
- 1%
- Learn how to build a knowledge graph with agents from Neo4j ... · <1% (opens in a new tab)
- Enhancing Customer Service with Knowledge Graphs and ... · <1% (opens in a new tab)
- Why Neo4j and Graph Databases are Becoming Essential in the Age of AI · <1% (opens in a new tab)
- CRUD and ACID properties of graph databases - Neo4j Video Tutorial · <1% (opens in a new tab)
- Rebuild with Agentic AI or Refactor Legacy Systems | Alan Wales posted on the topic · <1% (opens in a new tab)
- 5 RAG Architectures for AI Engineers to Know in 2026 | Brij Kishore Pandey posted on the topic · <1% (opens in a new tab)
- Making LLMs Work with Your Company Data · <1% (opens in a new tab)
- Part 2 - Building AI Agents with Hybrid Architecture - LinkedIn · <1% (opens in a new tab)
- Why Standard RAG Fails in Production (And 5 Ways to Fix It) · <1% (opens in a new tab)
- 1%
- Combining Knowledge Graphs With LLMs | Complete Guide · <1% (opens in a new tab)
- 12 Advanced RAG Techniques: Beyond Naive Retrieval [2026] · <1% (opens in a new tab)
- Knowledge Graph Tools Compared: Features, Pricing, and Use Cases · <1% (opens in a new tab)
- Context Engineering Tools for AI Agents: Complete 2026 Guide · <1% (opens in a new tab)
- Context Graph Tools for AI Agents: Architecture and Top Picks · <1% (opens in a new tab)
- Context Graph vs. Vector Database: Key Differences for AI Agents · <1% (opens in a new tab)
- Top Vector Databases for Enterprise AI: 2026 Comparison · <1% (opens in a new tab)
- What Is GraphRAG? Architecture, GraphRAG vs RAG, Use Cases · <1% (opens in a new tab)
- 1%
- Building Knowledge Graphs with LLMs | GraphAcademy · <1% (opens in a new tab)
- GenAI Frameworks | Neo4j & GenerativeAI Fundamentals | GraphAcademy · <1% (opens in a new tab)
- Building Knowledge Graphs with LLMs | GraphAcademy · <1% (opens in a new tab)
- Neo4j and Generative AI Workshop | GraphAcademy · <1% (opens in a new tab)
- GraphRAG: Knowledge Graphs for Generative AI | GraphAcademy · <1% (opens in a new tab)
The page AI cites most for Neo4j
