AI visibility report
GitHub ranks #1 in Version Control & Code Collaboration AI search.
Outside the top three on 4 of the 25 prompts buyers actually ask.
Sourcegraph is cited on 2 of those losses.
Free trial. Setup comes pre-filled for GitHub.
Also benchmarked
GitHub appears in 3 other verticals
Track GitHub across these prompts daily.
Start free trialBest among 7 vendors · still absent from 65.3% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
Grok
Gemini Search
ChatGPT
Perplexity
Google AI Mode
Bing CopilotLeader, with room to expand. GitHub leads this category on presence and share of voice, but appears in only 34.7% of tracked prompt responses. The priority is defending current wins while expanding absolute coverage.
Where GitHub is losing
Prompts where competitors are visible and GitHub is not.
These prompt-level losses are the first prompts to track and repair.
Where GitHub is winning5
What tools make it easiest to migrate a 10-year-old SVN repository to Git without losing commit history or tags?
Avg # 1.0 · 1 platform
Which Git platforms offer the best partial clone and sparse checkout support for teams who can't clone an entire massive monorepo locally?
Avg # 1.0 · 2 platforms
Which enterprise code collaboration platforms offer the best SAML/SSO and SCIM provisioning support for automated user lifecycle management?
Avg # 1.0 · 3 platforms
Which code collaboration platforms make it easiest to set up branch protection rules and merge policies from day one for a growing engineering team?
Avg # 1.0 · 1 platform
Which code collaboration platforms integrate best with secrets scanning and security scanning tools to block vulnerable code before it merges?
Avg # 1.5 · 2 platforms
Where GitHub is losing4
What monorepo tooling should a 50-person engineering team evaluate — which platforms best support monorepo, polyrepo, or hybrid repository structures?
Competitors on 2 platforms
Track this promptWhich code collaboration platforms integrate most deeply with project management tools — which ones can automatically move a ticket to in-review when a commit references it?
Competitors on 2 platforms
Track this promptWhich code review tools offer the most useful AI suggestions — which platforms surface actionable feedback rather than just adding noise for reviewers?
Competitors on 1 platform
Track this promptWhich code review platforms are best at keeping review workflows fast and avoiding multi-day bottlenecks — what features actually make the difference?
Competitors on 1 platform
Track this prompt
Track GitHub daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
GitHub is the world's largest AI-powered developer platform, built on Git and owned by Microsoft since 2018. Launched in April 2008, the platform hosts over 180 million developers and 630 million repositories as of 2025, with more than 90% of Fortune 100 companies among its users. GitHub provides an integrated suite spanning Git-based version control, pull requests, code review, CI/CD automation (GitHub Actions), cloud development environments (Codespaces), AI-assisted coding (GitHub Copilot), application security scanning (GitHub Advanced Security), project management (Issues and Projects), and package hosting (GitHub Packages). The platform operates on a freemium model with Free, Team, and Enterprise tiers and is widely regarded as the default home for open-source software development globally.
GitHub is a cloud-hosted Git repository platform and AI-powered developer toolchain that covers the full software development lifecycle—from code creation with Copilot AI assistance, through version control, pull request-based code review, CI/CD automation with Actions, cloud dev environments via Codespaces, to integrated application security scanning and project planning. Available as GitHub.com (SaaS) or GitHub Enterprise Server (self-hosted), it serves individual developers, open-source communities, and Fortune 500 enterprises alike, with a Marketplace of thousands of integrations and a deeply embedded open-source ecosystem.
Key Facts
- Founded
- 2008
- HQ
- San Francisco, CA, USA
- Founders
- Tom Preston-Werner, Chris Wanstrath, P.J. Hyett +1 more
- Employees
- 5500-6100
- Funding
- $354M (pre-acquisition)
- ARR
- ~$2B (2024 est.)
- Customers
- 180M+ developers; 90%+ of Fortune 100
- Valuation
- Acquired by Microsoft for $7.5B (2018)
- Status
- Microsoft Subsidiary
Target users
Key Capabilities10
- Git-based version control and unlimited public/private repository hosting
- Pull requests, code review, and branch protection workflows
- GitHub Actions CI/CD automation with 50,000 minutes/month on Enterprise
- GitHub Copilot AI code assistant (inline suggestions, chat, agent mode, code review)
- GitHub Codespaces cloud-based development environments
- GitHub Advanced Security: CodeQL SAST, secret scanning, Dependabot dependency updates
- GitHub Projects and Issues for project planning and task management
- GitHub Packages for package registry hosting
- GitHub Marketplace with 7,800+ Actions and third-party app integrations
- GitHub Pages for static site and documentation hosting
Key Use Cases8
- Open-source project hosting, collaboration, and community building
- Enterprise software development with standardized workflows and innersource practices
- CI/CD pipeline automation and DevOps workflow orchestration
- AI-assisted coding and developer productivity with GitHub Copilot
- Application security and DevSecOps with integrated SAST, secret scanning, and SCA
- Cloud-based development environment provisioning via Codespaces
- Software supply chain security and SBOM generation
- Developer onboarding and internal mobility through consistent toolchains
GitHub customer outcomes
25% increase in developer speed; 67% decrease in median code review turnaround time; 70% increase in pull requests; 1-mi
GitHub Copilot, Codespaces, and custom API integrations standardized workflows across 400 repositories, accelerated developer speed, and dramatically improved code review turnaround times for Duolingo's 300-person engineering team.
50% reduction in coding time
Deploying GitHub Copilot at scale across Mercado Libre's engineering organization automated repetitive coding tasks and accelerated new commerce feature development for its Latin American marketplace platform.
1,000 hours of developer time saved per day
Trimble adopted GitHub Copilot across its engineering teams, reclaiming significant developer time previously spent on boilerplate and routine coding tasks.
Recent Trend
How AI describes GitHub3
GitHub (The Gold Standard) GitHub co-developed many of these features alongside Microsoft and Google.
Which Git platforms offer the best partial clone and sparse checkout support for teams who can't clone an entire massive monorepo locally?
Integrations: GitHub, GitLab, Bitbucket, Azure DevOps. Sourcegraph 2\.
Which code review tools offer the most useful AI suggestions — which platforms surface actionable feedback rather than just adding noise for reviewers?
How it works: It indexes all your repositories (supporting GitHub, GitLab, Bitbucket, etc.) and offers structural search.
What are the best tools for cross-repository code search at scale — finding all usages of a deprecated function across 300 repos instantly?
Most cited sources8
- G14
GitHub Stacked PRs | GitHub Stacked PRs
github.github.com·Documentation
- G7
Git clone: a data-driven study on cloning behaviors - The GitHub Blog
github.blog·Blog Post
- G6
Bring your monorepo down to size with sparse-checkout - The GitHub Blog
github.blog·Blog Post
6Read-only access internal repository? #64871 - GitHub
github.com·Discussion
6Connecting your identity provider to your organization - GitHub Enterprise Cloud Docs
docs.github.com·Documentation
- 5
well-architected/well-architected/reliability/disaster-recovery.md at main · MicrosoftDocs/well-architected · GitHub
github.com·Documentation
Alternatives in Version Control & Code Collaboration6
GitHub holds dominant market-leader position in version control and code collaboration, with 180M+ developers and 630M+ repositories making it the world's largest source code host.
- Microsoft ownership (since 2018) provides deep Azure, VS Code, and Microsoft 365 integrations and enterprise distribution.
- GitHub differentiates primarily through network effects (ubiquitous open-source community), the GitHub Copilot AI coding assistant embedded end-to-end across the SDLC, and a unified platform spanning source control, CI/CD (Actions), cloud dev environments (Codespaces), security scanning (Advanced Security), and project management.
- Against GitLab (closest full-platform rival), GitHub competes on ecosystem size, AI maturity, and open-source mindshare.
- Against Bitbucket, it competes on breadth and AI.
- Against Azure DevOps, it targets developer-first workflows vs.
Reviews
Praised
- Ubiquitous platform with massive developer ecosystem
- Pull request and code review workflow quality
- GitHub Actions CI/CD flexibility and power
- GitHub Copilot AI assistance and contextual suggestions
- Open-source community and discoverability
- Free tier generosity for individuals and open source
- Rich REST and GraphQL API for custom integrations
- Codespaces for rapid, consistent dev environment setup
Criticized
- Recurring availability incidents and outages
- Copilot interaction data used for AI model training without explicit opt-in
- Surprise costs from usage-based Actions, Codespaces, and Packages billing
- Complex and expensive Enterprise and Advanced Security pricing
- GitHub Enterprise Server operational overhead for self-hosted teams
- Community feature requests going unanswered for extended periods
- Copilot Pro/Pro+ sign-up pauses causing onboarding disruption
GitHub consistently earns top-tier recognition on G2, holding 173–191 #1 category rankings across G2's Fall 2024 and Winter 2025 quarterly reports and placing in the G2 Score top 10 in Winter 2025. G2 named GitHub the top-ranked product in its Results Index for DevOps Platforms. User sentiment broadly praises the platform's ubiquity, pull request workflows, open-source community, and Copilot AI integration. Common criticisms include periodic availability incidents, concerns about Copilot interaction data training policies, complexity of Enterprise pricing, and surprise costs from usage-based billing on Actions and Codespaces.
Pricing
GitHub offers three core platform tiers: Free ($0/month, unlimited public/private repos, 2,000 Actions minutes/month), Team ($4/user/month, 3,000 Actions minutes/month, protected branches, required reviewers), and Enterprise ($21/user/month, 50,000 Actions minutes/month, SAML SSO, audit log API, data residency, FedRAMP ATO, self-hosted option). GitHub Copilot is a separate add-on: Free (2,000 completions/50 chat requests/month), Pro (~$10/month), Pro+ (~$39/month), Business and Enterprise tiers for org-wide deployment. GitHub Advanced Security (secret protection, code security) is priced as an add-on. Codespaces is billed at $0.18/hr compute and $0.07/GB storage. GitHub is transitioning Copilot to usage-based (AI Credits) billing starting June 2026. Git Large File Storage adds $5/month per 50 GB.
Limitations
- GitHub has experienced recurring availability incidents—multiple incidents per month were documented in early 2026, affecting platform reliability for enterprise users.
- GitHub Copilot's data-training policy (interaction data from Free/Pro/Pro+ users used to train AI models unless opted out, effective April 2026) has drawn significant user backlash.
- Requests to block Copilot features ranked as the #1 and #2 most-popular community topics as of September 2025.
- Usage-based billing for Actions, Codespaces, and Packages can produce unexpected costs for teams with high usage.
- GitHub Enterprise Server (self-hosted) requires substantial operational overhead for patching and infrastructure management.
- Copilot Pro and Pro+ new sign-ups were temporarily paused as of April 2026.
- GitHub Advanced Security and Copilot are priced as add-ons, increasing total cost of ownership significantly for security-focused teams.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | Perplexity | ChatGPT | Bing Copilot | Google AI Mode | Gemini Search | Grok |
|---|---|---|---|---|---|---|
Capability5/5 cited (100%) | ||||||
What are the best tools for cross-repository code search at scale — finding all usages of a deprecated function across 300 repos instantly? | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Your brand and a competitor were cited |
Which enterprise Git platforms offer the most flexible access control — which ones support read-only contractor access to specific repos without a full seat license? | A competitor was cited | Your brand and a competitor were cited | A competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | Your brand and a competitor were cited |
Which platforms offer the best pull request automation — auto-merging, required checks, dependency updates — without introducing excessive risk? | Your brand was cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | Your brand and a competitor were cited |
Which code review tools offer the most useful AI suggestions — which platforms surface actionable feedback rather than just adding noise for reviewers? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | A competitor was cited | Your brand was cited |
Which code collaboration platforms handle large binary files and machine learning model artifacts best alongside source code in the same repo? | A competitor was cited | Your brand was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Developer Experience5/5 cited (100%) | ||||||
What engineering metrics platforms give managers visibility into cycle time and review turnaround without micromanaging the team? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Which tooling makes stacked pull request workflows less painful to manage in practice — what do teams actually use for this? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand was cited | Your brand was cited |
What tools help large engineering teams manage code ownership so the right reviewers are auto-assigned without spamming everyone? | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand was cited | Your brand was cited | Your brand and a competitor were cited |
What tooling helps reduce merge conflicts in a monorepo where dozens of engineers are committing to overlapping areas simultaneously? | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Which code review platforms are best at keeping review workflows fast and avoiding multi-day bottlenecks — what features actually make the difference? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Integrations & Ecosystem5/5 cited (100%) | ||||||
Which code collaboration platforms integrate best with secrets scanning and security scanning tools to block vulnerable code before it merges? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | Your brand and a competitor were cited |
Which enterprise code collaboration platforms offer the best SAML/SSO and SCIM provisioning support for automated user lifecycle management? | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | Your brand and a competitor were cited |
Which code collaboration platforms integrate most deeply with project management tools — which ones can automatically move a ticket to in-review when a commit references it? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Which code review platforms have the best CI/CD pipeline integrations for making failed checks automatically block merges? | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Which Git platforms offer the best webhook and API support for building internal developer tooling on top of repo events? | Your brand and a competitor were cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Performance & Reliability5/5 cited (100%) | ||||||
Which Git platforms offer the best partial clone and sparse checkout support for teams who can't clone an entire massive monorepo locally? | Your brand and a competitor were cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Which hosted Git platforms have the best disaster recovery and geo-redundancy — how long until push and pull are restored after a datacenter failure? | Your brand was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | Your brand and a competitor were cited |
Which Git platforms offer the best clone and fetch performance for large repositories — how do cloud-hosted and self-hosted options compare? | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | A competitor was cited | Your brand and a competitor were cited |
Which code collaboration platforms offer the best enterprise SLAs and availability during planned maintenance — what should teams compare? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | Your brand and a competitor were cited |
Which Git hosting platforms handle massive monorepos best — which ones stay performant when a repo grows to millions of files and hundreds of thousands of commits? | Your brand and a competitor were cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | Your brand and a competitor were cited |
Setup & First Run5/5 cited (100%) | ||||||
What tools make it easiest to migrate a 10-year-old SVN repository to Git without losing commit history or tags? | A competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | A competitor was cited |
What monorepo tooling should a 50-person engineering team evaluate — which platforms best support monorepo, polyrepo, or hybrid repository structures? | Your brand was cited | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
What are the best code collaboration platforms for onboarding a remote team of 20 engineers with minimal disruption to active sprints? | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Which self-hosted Git platforms are best for enterprises with strict data residency requirements — is the operational overhead worth it compared to managed options? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Which code collaboration platforms make it easiest to set up branch protection rules and merge policies from day one for a growing engineering team? | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | Your brand and a competitor were cited |
Turn this matrix into daily prompt monitoring.
Track prompt changesVertical Ranking
| # | Brand | PresencePres. | Share of VoiceSoV | DocsDocs | BlogBlog | MentionsMent. | Avg PosPos | Sentiment |
|---|---|---|---|---|---|---|---|---|
| 1 | GitHub | 34.7% | 48.4% | 18.0% | 10.0% | 93.3% | #27.9 | +0.33 |
| 2 | GitLab | 27.3% | 27.2% | 20.7% | 10.7% | 84.7% | #24.6 | +0.40 |
| 3 | Bitbucket | 18.0% | 10.8% | 4.7% | 2.0% | 60.7% | #32.0 | +0.25 |
| 4 | Azure DevOps | 12.7% | 6.1% | 10.7% | 1.3% | 0.0% | #23.8 | +0.41 |
| 5 | Sourcegraph | 8.7% | 5.6% | 0.0% | 8.7% | 8.7% | #13.3 | +0.62 |
| 6 | Gitea | 3.3% | 1.6% | 2.0% | 0.0% | 17.3% | #43.6 | +0.22 |
| 7 | Graphite | 0.7% | 0.2% | 0.0% | 0.0% | 15.3% | #49.0 | +0.70 |
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