GitLab vs Neo4j

GitLab — Application · Public · $8.3B mkt cap · 4 of 4 figures sourced  |  Neo4j — Infrastructure · Private · $2B valuation · 2 of 2 figures sourced

Relationship

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

Aligned comparison

FieldGitLabNeo4j
Size$8.3B mkt cap$2B valuation different basis
Employees2,580—
Founded2014—
StatusPublicPrivate
CategoryApplicationInfrastructure
Stack layerAI agent, Agent platform, Data service, Developer tool, PlatformAgent platform, Application, Platform
HeadquartersSan Francisco, USASan Mateo, USA

Capability overlap

Shared · 3

Agent orchestrationData analysisKnowledge retrieval

Not verified for Neo4j · 6

Agentic codingCode generationCode reviewCode searchModel hostingModel inference

Recorded for GitLab. Neo4j’s product records say nothing either way — a missing record is not a missing capability.

Not verified for GitLab · 2

Model trainingThreat detection and response

Recorded for Neo4j. GitLab’s product records say nothing either way — a missing record is not a missing capability.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

GitLab

Agent platform

GitLab Duo Agent PlatformAgent platform

Agent platform inside GitLab that combines conversational assistance with purpose-built agents for planning, development, security and deployment, governed by the same enterprise controls as the repository.

Platform

GitLab Duo Agent Platform Self-HostedPlatform

Add-on that runs the GitLab AI Gateway and customer-chosen large language models inside the customer's own infrastructure so GitLab Duo request and response data stays in that environment.

Neo4j

Agent platform

Neo4j Aura AgentAgent platform

Low-code builder for agents grounded in a Neo4j knowledge graph, run as managed endpoints on Aura.

Platform

Neo4j Graph Data SciencePlatform

Graph analytics and machine-learning library for Neo4j: 65+ graph algorithms, node embeddings and graph-native ML pipelines for clustering, similarity and classification.

No counterpart

GitLab sells these in a stack layer with no product recorded for Neo4j yet — nothing on the other side to compare them against.

AI agent

GitLab Duo with Amazon QAI agent

Add-on that embeds Amazon Q agents in GitLab Self-Managed to perform feature planning, code generation, unit test generation, merge request review, vulnerability remediation and Java codebase upgrades.

Developer tool

GitLab Duo Code SuggestionsDeveloper tool

Code completion and generation in the IDE that predictively completes code blocks, writes function logic and generates tests inside GitLab-supported editors.

Data service

GitLab OrbitData service

Context graph that indexes a GitLab instance's code, merge requests, pipelines, deployments and ownership data into a queryable property graph for AI agents and engineers.

Neo4j sells these in a stack layer with no product recorded for GitLab yet — nothing on the other side to compare them against.

Application

GraphAware HumeApplication

Graph-powered intelligence analysis platform for government and enterprise, connecting people, organizations, locations and events into a shared intelligence picture; positioned as an open-standard alternative to Palantir Gotham.