AI visibility report
AI visibility report for Windsurf in IDEs & Code Editors.
Outside the top three on 17 of the 25 prompts buyers actually ask.
GitHub Copilot is cited on 10 of those losses.
Free trial. Setup comes pre-filled for Windsurf.
Track Windsurf across these prompts daily.
Start free trialStill absent from 100% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
ChatGPT
Perplexity
Bing Copilot
Google AI Mode
Gemini Search
GrokHow to read this. Windsurf appears in 0% of tracked prompt responses. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where Windsurf is losing
Prompts where competitors are visible and Windsurf is not.
These prompt-level losses are the first prompts to track and repair.
Where Windsurf is winning
No clear strengths identified yet.
Where Windsurf is losing5
Which AI coding assistants let you configure coding conventions and restrict unwanted suggestion patterns for your team?
Competitors on 4 platforms
Track this promptWhich cloud IDEs connect to private git repos and internal package registries without complex network configuration?
Competitors on 2 platforms
Track this promptWhich AI coding assistants degrade most gracefully when their backend model service has an outage — does the editor still work?
Competitors on 2 platforms
Track this promptWhich remote development environments perform best on slow or unreliable internet connections?
Competitors on 2 platforms
Track this promptWhat cloud IDEs have the best session persistence and work recovery when the underlying compute goes away mid-session?
Competitors on 1 platform
Track this prompt
Track Windsurf daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Windsurf is an AI-native integrated development environment originally built by Codeium (founded 2021 as Exafunction) and acquired by Cognition AI in July 2025 for approximately $250M. Launched in November 2024, the Windsurf Editor is built on VS Code's open-source foundation and centers on Cascade, an agentic AI system that maintains full-codebase context, executes multi-file edits, runs terminal commands, and retains persistent memory between sessions. Supporting 70+ programming languages and 40+ IDEs via plugins, Windsurf serves both individual developers and Fortune 500 enterprise teams. With over one million users, 4,000+ enterprise customers, and $82M ARR at acquisition, it was named a Leader in the 2025 Gartner Magic Quadrant for AI Code Assistants. The platform competes most directly with Cursor and GitHub Copilot in the rapidly expanding AI-assisted coding market.
Windsurf is an agentic AI IDE built around Cascade, an AI system that understands entire codebases, autonomously edits across multiple files, executes terminal commands, and maintains persistent memory of project conventions between sessions. Distributed as both a standalone VS Code-based editor and plugins for 40+ IDEs, it targets developers who want AI to be a first-class participant in the development process rather than a sidebar autocomplete tool.
Key Facts
- Founded
- 2021
- HQ
- Mountain View, CA (original); now under Cognition AI, San Francisco, CA
- Founders
- Varun Mohan, Douglas Chen
- Employees
- 200-320
- Funding
- $243M (Codeium pre-acquisition)
- ARR
- $82M (at July 2025 acquisition)
- Customers
- 1M+ users; 4,000+ enterprise customers
- Valuation
- $10.2B (Cognition AI parent, September 2
- Status
- Private (acquired by Cognition AI, July 2025)
Target users
Key Capabilities10
- Cascade agentic AI with full-codebase context awareness and multi-file autonomous editing
- Persistent memory (Memories) that learns codebase architecture, conventions, and APIs across sessions
- Automatic lint error detection and self-correction on generated code
- Turbo Mode for autonomous terminal command execution
- One-click MCP integrations with 20+ external tools (GitHub, Slack, Stripe, Figma, databases)
- Drag-and-drop image-to-UI code generation
- Model-agnostic support (Claude, GPT, Gemini, proprietary SWE-1/SWE-1.5)
- JetBrains and VS Code plugin support across 40+ IDEs
- Agent Command Center with unified local Cascade and cloud Devin session management (Windsurf 2.0)
- Unlimited Tab autocomplete on all plans including Free
Key Use Cases8
- Multi-file codebase refactoring from natural language prompts
- Greenfield application scaffolding and boilerplate elimination
- Legacy system modernization for enterprise engineering teams
- Automated bug detection and debugging across multi-file projects
- Automated unit test generation
- Enterprise code standardization and technical debt reduction
- Onboarding new engineers via AI-assisted codebase exploration
- Autonomous cloud agent task delegation via Devin integration
Windsurf customer outcomes
10% productivity increase (stories per engineer per sprint)
ServiceNow switched its engineering organization from GitHub Copilot to Windsurf, rolling out the tool to approximately 7,000 engineers. The company measured a 10% increase in productivity via stories per unit time per engineer between the release before and after Windsurf adopti
Recent Trend
How AI describes Windsurf3
Based on 2026 data, the best options are Cursor , Windsurf , Sourcegraph Cody , and Augment Code . Here are the top tools ranked by their ability to understand undocumented, internal code: * Cursor (with Claude 3.5 Son...
Which AI coding assistants handle code that calls undocumented internal APIs and services most effectively?
Is your team looking for autocompletion (e.g., Tabnine, Copilot) or autonomous agents (e.g., Cursor, Windsurf)?
What AI coding tools integrate best with internal documentation, wikis, and architecture decision records as context?
...ontext-aware debugging assistance—moving beyond simple code generation to actual root-cause diagnosis—are Cursor , Windsurf , and Replit . https://www.youtube.com/watch?v=zqiYTXiQq-0  by integrating AI as a foundational layer rather than a sidebar add-on.
- Its Cascade agent maintains full-codebase context, persistent memory across sessions, and autonomous multi-file editing — capabilities it markets as superior to bolt-on approaches.
- Against Cursor (its most direct rival), Windsurf historically competed on price (Pro formerly at $15 vs.
- Cursor's $20) and plugin breadth (40+ IDEs vs.
- Cursor's VS Code-only fork).
- Following its July 2025 acquisition by Cognition AI, Windsurf is repositioning as an enterprise-grade agentic platform integrating Devin autonomous agent capabilities, targeting Fortune 500 modernization and greenfield development at scale.
Reviews
Praised
- Deep codebase context awareness via Cascade
- Persistent memory that learns project conventions across sessions
- Intuitive UI, more approachable than Cursor
- Smooth VS Code migration with full extension compatibility
- Automatic lint error detection and self-correction
- One-click MCP integrations with external tools
- Generous free tier with unlimited Tab autocomplete
- Fast, context-aware inline code suggestions
Criticized
- Credit system unpredictability with premium (token-based) models
- Inconsistent autocomplete reliability
- Editor instability and crashes during long Cascade sessions on large codebases
- Cascade struggles with very large multi-codebase legacy systems
- No bring-your-own-API-key (BYOK) support
- Pro price increase from $15 to $20/month in March 2026
- Limited real-time collaborative coding features
- Smaller extension ecosystem than GitHub Copilot or VS Code
Reviewers broadly praise Windsurf's Cascade agent for its deep codebase understanding, context-aware multi-file editing, and persistent memory that improves output quality over time. The intuitive UI—frequently cited as more approachable than Cursor's—and smooth VS Code migration path are recurring positives. Enterprise users highlight productivity gains and MCP integration quality. Critical feedback centers on credit system unpredictability, inconsistent autocomplete reliability, occasional Cascade instability on large codebases during long sessions, limited extension ecosystem maturity, and the March 2026 Pro price increase from $15 to $20/month eliminating Windsurf's key price advantage over Cursor. Some reviewers note that acquisition uncertainty has raised roadmap concerns.
Pricing
Windsurf uses a prompt-credit model across five tiers.
- Free
25 credits/month with unlimited Tab autocomplete and access to a subset of models.
- Pro
$20/month (raised from $15/month in March 2026) with 500 monthly prompt credits and SOC 2 compliance. Max: $200/month targeting heavy users requiring higher daily/weekly quotas.
- Teams
$30/user/month with 500 pooled credits per user, centralized billing, and admin dashboards; SSO adds $10/user/month.
- Enterprise
Custom pricing (approximately $60/user/month for up to 200 users) with 1,000 credits per user, SSO, RBAC, SOC 2 Type 2, FedRAMP High, and HIPAA compliance. Windsurf's own SWE-1 model charges a flat credit rate per interaction; third-party models (Claude, GPT-4) charge based on token volume, adding variability. Add-on credits are available at $10 per 250 credits. Tab autocomplete is unlimited and free on all plans.
Limitations
- Windsurf runs on Electron, which carries higher memory usage and slower startup than native editors like Zed.
- The credit-based pricing model creates cost unpredictability when using premium third-party models (Claude, GPT-4), as token-based billing can deplete credits faster than expected.
- The Free tier's 25 monthly credits are insufficient for sustained daily development.
- Windsurf does not support bring-your-own-API-key (BYOK) the way Cursor does.
- Cascade can struggle with very large legacy codebases spanning multiple repositories.
- The Teams and Enterprise tiers lack native real-time collaborative coding features (no shared sessions or Live Share equivalent).
- Tab autocomplete reliability has been reported as inconsistent, failing to trigger in roughly 15–20% of cases per some reviewers.
- Extended Cascade sessions on large file trees can cause editor slowdowns or crashes.
- The product roadmap carries uncertainty following the Cognition acquisition, and the extension ecosystem is less mature than GitHub Copilot's.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | ChatGPT | Perplexity | Bing Copilot | Google AI Mode | Gemini Search | Grok |
|---|---|---|---|---|---|---|
Capability0/5 cited (0%) | ||||||
Which AI coding assistants are best at avoiding insecure code suggestions in security-sensitive codebases? | 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 | Neither your brand nor a competitor was cited |
What AI-powered editors offer the best debugging assistance — actually diagnosing runtime errors, not just generating code? | 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 | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What cloud-based development environments are viable for teams building iOS or Android native apps? | 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 | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which browser-based IDEs handle compiled languages like Rust, Go, or C++ best compared to a local setup? | 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 | A competitor was cited | Neither your brand nor a competitor was cited |
Which AI coding assistants handle multi-file refactoring well, not just single-file completions? | 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 | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Developer Experience0/5 cited (0%) | ||||||
What are the most common complaints developers have about AI code editors after daily use — which tools address them best? | 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 | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What AI-powered code completion tools have the most evidence behind their productivity impact — any with real study data? | 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 | A competitor was cited | Neither your brand nor a competitor was cited |
Which cloud IDEs handle large TypeScript monorepos well — with solid type checking and IntelliSense at scale? | 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 | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which cloud development environments have the lowest latency editing experience compared to a local IDE setup? | 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 | Neither your brand nor a competitor was cited |
Which AI coding assistants are best at understanding full codebase context rather than just completing the current file? | 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 | Neither your brand nor a competitor was cited |
Integrations & Ecosystem0/5 cited (0%) | ||||||
What code editors have the strongest extension ecosystems for engineering teams to evaluate when switching tools? | 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 | Neither your brand nor a competitor was cited |
Which cloud IDEs connect to private git repos and internal package registries without complex network configuration? | A competitor was 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 | Neither your brand nor a competitor was cited |
What AI coding tools integrate best with internal documentation, wikis, and architecture decision records as context? | 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 | Neither your brand nor a competitor was cited |
Which AI coding assistants have the best compatibility with existing language servers and IDE extensions teams already rely on? | A competitor 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 | Neither your brand nor a competitor was cited |
Which AI coding assistants handle code that calls undocumented internal APIs and services most effectively? | 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 | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Performance & Reliability0/5 cited (0%) | ||||||
What cloud IDEs have the best session persistence and work recovery when the underlying compute goes away mid-session? | 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 | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Which AI coding assistants degrade most gracefully when their backend model service has an outage — does the editor still work? | 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 | A competitor was cited | Neither your brand nor a competitor was cited |
Which remote development environments perform best on slow or unreliable internet connections? | A competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited | A competitor was cited | Neither your brand nor a competitor was cited |
What AI code editors handle indexing and search best for very large repositories with millions of lines of code? | 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 | Neither your brand nor a competitor was cited |
Which AI code completion tools are the most lightweight in terms of laptop battery and memory impact? | 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 | A competitor was cited | Neither your brand nor a competitor was cited |
Setup & First Run0/5 cited (0%) | ||||||
What cloud-based IDEs are fastest for onboarding a new developer onto a large existing codebase compared to local setup? | 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 | A competitor was cited | Neither your brand nor a competitor was cited |
I'm evaluating AI coding assistants for my team — what should a structured pilot look like to get a fair comparison? | 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 | Neither your brand nor a competitor was cited |
What tools are best for standardizing the development environment across a team of 20 engineers on different machines? | 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 | Neither your brand nor a competitor was cited |
Which AI coding assistants let you configure coding conventions and restrict unwanted suggestion patterns for your team? | A competitor was cited | 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 |
Which browser-based code editors handle first-time setup best for full-stack projects with multiple services running in parallel? | A competitor was 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 | Neither your brand nor a competitor was 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 Copilot | 13.3% | 48.2% | 1.3% | 1.3% | 0.0% | #4.6 | +0.40 |
| 2 | JetBrains | 6.0% | 25.0% | 2.0% | 4.0% | 36.0% | #4.7 | +0.32 |
| 3 | VS Code | 3.3% | 10.7% | 2.7% | 0.0% | 0.0% | #4.5 | +0.66 |
| 4 | Gitpod | 2.0% | 8.9% | 2.0% | 0.0% | 24.0% | #2.6 | +0.72 |
| 5 | Zed | 0.7% | 3.6% | 0.0% | 0.0% | 0.0% | #4.5 | +0.00 |
| 6 | StackBlitz | 0.7% | 3.6% | 0.7% | 0.0% | 6.7% | #5.5 | +0.85 |
| 7 | CodeSandbox | 0.0% | 0.0% | 0.0% | 0.0% | 5.3% | — | — |
| 8 | Cursor | 0.0% | 0.0% | 0.0% | 0.0% | 0.0% | — | — |
| 9 | Replit | 0.0% | 0.0% | 0.0% | 0.0% | 16.0% | — | — |
| 10 | Tabnine | 0.0% | 0.0% | 0.0% | 0.0% | 8.0% | — | — |
| 11 | Windsurf | 0.0% | 0.0% | 0.0% | 0.0% | 20.7% | — | — |
Turn this into your team dashboard
Sign up to unlock project-level analytics, daily tracking, actionable insights, custom prompt configurations, adoption tracking, AI traffic analytics and more.
Free trial. Setup comes pre-filled from this report.