AI visibility report
AI visibility report for Zed in IDEs & Code Editors.
Outside the top three on 17 of the 25 prompts buyers actually ask.
GitHub Copilot is cited on 8 of those losses.
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Track Zed across these prompts daily.
Start free trialStill absent from 98% of tracked prompt responses
Top-3 citations across 150 prompt × platform pairs
Peer Ranking
Key Metrics
Platform Breakdown
ChatGPT
Bing Copilot
Perplexity
Google AI Mode
Gemini Search
GrokHow to read this. Zed appears in 2% of tracked prompt responses. Presence is absolute coverage; share of voice is relative citation share; sentiment measures tone only when the brand appears.
Where Zed is losing
Prompts where competitors are visible and Zed is not.
These prompt-level losses are the first prompts to track and repair.
Where Zed is winning
No clear strengths identified yet.
Where Zed 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 AI coding assistants have the best compatibility with existing language servers and IDE extensions teams already rely on?
Competitors on 3 platforms
Track this promptWhich browser-based IDEs handle compiled languages like Rust, Go, or C++ best compared to a local setup?
Competitors on 2 platforms
Track this promptWhich browser-based code editors handle first-time setup best for full-stack projects with multiple services running in parallel?
Competitors on 2 platforms
Track this promptWhat tools are best for standardizing the development environment across a team of 20 engineers on different machines?
Competitors on 2 platforms
Track this prompt
Track Zed daily before the next report refresh.
Track these gapsResearch dossierCapabilities, use cases, sources, reviews, pricing, and FAQ
Overview
Zed is a high-performance, open-source code editor developed by Zed Industries, founded in 2021 by Nathan Sobo (co-creator of Atom and Electron at GitHub), Max Brunsfeld, and Antonio Scandurra. Built entirely in Rust using a custom GPU-accelerated UI framework called GPUI, Zed delivers near-instant startup times and sub-millisecond keystroke latency. Open-sourced in January 2024, the editor has attracted over 150,000 active developers and 1,100+ contributors. Zed integrates agentic AI editing natively—supporting major hosted LLMs alongside bring-your-own API keys and local Ollama models—while its proprietary Zeta2 open-weight model powers inline edit predictions. Real-time multiplayer collaboration via CRDTs, a built-in DAP debugger, native Git, and parallel agent workflows distinguish Zed from Electron-based competitors. Backed by Sequoia Capital, total funding exceeds $42M.
Zed is a native, Rust-based code editor for macOS, Linux, and Windows that combines GPU-accelerated performance, real-time CRDT-powered multiplayer collaboration, and deeply integrated agentic AI capabilities—including a parallel agents feature and the open-weight Zeta2 edit prediction model—in a single open-source application.
Key Facts
- Founded
- 2021
- HQ
- Boulder, Colorado, US
- Founders
- Nathan Sobo, Max Brunsfeld, Antonio Scandurra
- Employees
- 11-50
- Funding
- $42M+
- Customers
- 150,000+ active developers
- Status
- Private
Target users
Key Capabilities10
- Rust-based, GPU-accelerated editor with sub-millisecond keystroke latency via custom GPUI framework
- Real-time multiplayer collaborative editing using CRDT-based buffers with character-level permalinks
- Agentic AI editing panel supporting hosted and bring-your-own LLMs (Anthropic, OpenAI, Gemini, Ollama, and more)
- Inline edit prediction powered by Zeta2, an open-weight, open-data fine-tuned language model
- Parallel agents: run multiple AI agent threads across several projects simultaneously
- Native Git support (staging, committing, diff viewing, push/pull, AI-generated commit messages)
- Built-in DAP-based debugger supporting Rust, Go, Python, C/C++, and JavaScript
- Remote development mode (Zed UI runs locally; codebase executes on remote server)
- LSP support for autocompletion, diagnostics, code navigation, and refactoring across languages
- Vim and Helix modal editing bindings with text objects, marks, and surround pairs
Key Use Cases7
- AI-assisted agentic code editing and pair programming with LLMs
- Real-time collaborative coding between distributed engineering teams
- Performance-sensitive development where editor latency and resource usage are bottlenecks
- Remote development on powerful cloud servers from a lightweight local UI
- Local-first or on-premise AI coding with Ollama for data-privacy compliance
- Multi-language debugging with a unified built-in DAP-based debugger
- Open-source contribution workflows leveraging native Git and multibuffer editing
Recent Trend
How AI describes Zed3
Other editors with notable ecosystems include JetBrains IDEs for JVM-heavy teams, and editors like Zed and Neovim for specialized workflows, but they trail VS Code in ecosystem size and breadth.
What code editors have the strongest extension ecosystems for engineering teams to evaluate when switching tools?
...ance surface as VS Code | | Visual Studio | 🟢 #4 | Windows/.NET/C++ shops | Much more specialized than VS Code | | Zed | 🟡 Growing | Performance-conscious, modern/AI-oriented teams | Plugin ecosystem is still substantially smaller | ### 1\...
What code editors have the strongest extension ecosystems for engineering teams to evaluate when switching tools?
\[3\] ### One interesting alternative: Zed If you're willing to change editors entirely, Zed is worth investigating.
Which AI code completion tools are the most lightweight in terms of laptop battery and memory impact?
Most cited sources7
4Zed vs. VS Code: An Honest Comparison for 2026
zed.dev·Comparison
- 2
Zed vs. Cursor: An Honest Comparison for 2026
zed.dev·Comparison
- 1
Tools | AI Agent Tools - Zed
zed.dev·Docs
- 1
Debugger | Debugger - Zed
zed.dev·Docs
- 1
Running & Testing | Run and Test Code in Zed
zed.dev·Docs
- 1
Why and How to Run Local Models in Zed — Zed's Blog
zed.dev·Blog
Alternatives in IDEs & Code Editors6
Zed positions itself as the only major code editor built from scratch in Rust with a custom GPU-accelerated UI framework (GPUI), differentiating on raw performance from Electron-based competitors including VS Code, Cursor, and Windsurf.
- Unlike AI editors that forked VS Code and bolted on AI features, Zed was architected around real-time CRDT-based collaboration from inception, making human-AI and human-human co-editing a structural advantage.
- Open-source since January 2024 and Sequoia-backed, Zed targets professional developers who want an AI-native workflow without sacrificing editor speed, privacy optionality (local/Ollama models), or extensibility.
Reviews
Praised
- Blazing-fast startup and keystroke response
- Very low memory and CPU footprint versus Electron-based editors
- Clean, minimal, thoughtfully designed UI
- Real-time multiplayer collaboration built in
- AI agent panel tightly integrated with code and terminal output
- Rapid weekly release cadence and active open-source community
- Open-source transparency including open-weight Zeta2 model
Criticized
- Smaller extension ecosystem compared to VS Code marketplace
- Python LSP support requires manual configuration to perform well
- Windows support is newer and less mature than macOS/Linux
- AI agentic feature breadth still catching up to Cursor and Windsurf
- No web-based editor option for browser or Chromebook use
- Token-based AI billing can produce variable and unpredictable monthly costs
Developer sentiment toward Zed is broadly positive, particularly around raw editing speed, minimal UI design, and the quality of its AI agent integration. Product Hunt reviewers score it 4.9/5 from 34 reviews, citing speed, low resource usage, and smooth collaboration. Technical blog reviews and GitHub discussion threads consistently praise performance advantages over Electron-based editors and the well-designed AI session view. Key criticisms center on maturity gaps relative to VS Code: a smaller extension ecosystem, Python LSP requiring manual tuning, and AI agentic breadth still catching up to Cursor and Windsurf. Rapid weekly iteration (200+ commits/week) is frequently noted as a positive signal for long-term adoption.
Pricing
Zed offers three tiers: Personal ($0/forever) with 2,000 monthly accepted edit predictions and unlimited editor use with your own API keys; Pro ($10/month) with unlimited edit predictions, $5 in monthly hosted token credits, and usage-based billing beyond that at API list price +10%; and Enterprise (custom pricing) with SSO, usage analytics, data privacy guarantees, shared billing, and premium support. A Student plan provides $10/month in token credits free for one year to verified university students. A 14-day Pro trial includes $20 in token credits. AI billing transitioned from prompt-based to token-based in October 2025.
Limitations
- Zed has no web-based editor (a tracking issue is open on GitHub).
- Its extension ecosystem is smaller and less mature than VS Code's marketplace.
- Python LSP support has required manual configuration by some users.
- Windows support is newer than macOS and Linux and was in preview/beta as of 2025.
- Enterprise features (SSO, usage analytics, shared billing) require custom pricing engagement.
- Zed is an all-or-nothing editor switch; there is no plugin to bring Zed AI features into JetBrains or VS Code.
- Token-based AI billing introduced in October 2025 can produce variable monthly costs for heavy AI users.
Frequently asked questions
Topic coverageCoverage by buyer topic
Topic Coverage
Prompt-Level Results
| Prompt | ChatGPT | Bing Copilot | Perplexity | Google AI Mode | Gemini Search | Grok |
|---|---|---|---|---|---|---|
Capability1/5 cited (20%) | ||||||
Which browser-based IDEs handle compiled languages like Rust, Go, or C++ best compared to a local setup? | 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 | Neither your brand nor a competitor was cited |
Which AI coding assistants are best at avoiding insecure code suggestions in security-sensitive codebases? | 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 handle multi-file refactoring well, not just single-file completions? | 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 cloud-based development environments are viable for teams building iOS or Android native apps? | 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 AI-powered editors offer the best debugging assistance — actually diagnosing runtime errors, not just generating code? | 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 | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Developer Experience0/5 cited (0%) | ||||||
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 |
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 | Neither your brand nor 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? | 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 are the most common complaints developers have about AI code editors after daily use — which tools address them best? | 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 | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
Integrations & Ecosystem1/5 cited (20%) | ||||||
Which cloud IDEs connect to private git repos and internal package registries without complex network configuration? | 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 | Neither your brand nor a competitor was cited |
What code editors have the strongest extension ecosystems for engineering teams to evaluate when switching tools? | 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 | 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 | 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 coding tools integrate best with internal documentation, wikis, and architecture decision records as context? | 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 | 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 |
Performance & Reliability1/5 cited (20%) | ||||||
What AI code editors handle indexing and search best for very large repositories with millions of lines of code? | 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 cloud IDEs have the best session persistence and work recovery when the underlying compute goes away mid-session? | 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? | 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 degrade most gracefully when their backend model service has an outage — does the editor still work? | Your brand and a competitor were 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 |
Which remote development environments perform best on slow or unreliable internet connections? | 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 | Neither your brand nor a competitor was cited |
Setup & First Run0/5 cited (0%) | ||||||
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 | 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 |
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 | A competitor was cited | Neither your brand nor a competitor was cited | Neither your brand nor a competitor was cited |
What cloud-based IDEs are fastest for onboarding a new developer onto a large existing codebase compared to local 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 |
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 |
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 | 14.0% | 31.4% | 4.7% | 2.0% | 0.0% | #5.0 | +0.44 |
| 2 | VS Code | 6.7% | 13.3% | 5.3% | 0.0% | 0.0% | #4.6 | +0.29 |
| 3 | Cursor | 6.0% | 14.3% | 0.0% | 1.3% | 0.0% | #3.8 | +0.37 |
| 4 | Gitpod | 4.0% | 7.6% | 4.0% | 0.0% | 20.0% | #4.4 | +0.72 |
| 5 | JetBrains | 4.0% | 12.4% | 2.0% | 2.0% | 28.7% | #5.4 | +0.58 |
| 6 | StackBlitz | 2.7% | 7.6% | 2.0% | 0.7% | 10.7% | #4.1 | +0.63 |
| 7 | Windsurf | 2.0% | 4.8% | 2.0% | 0.0% | 21.3% | #6.8 | +0.50 |
| 8 | Zed | 2.0% | 6.7% | 1.3% | 0.7% | 0.0% | #7.4 | +0.33 |
| 9 | Replit | 0.7% | 1.0% | 0.0% | 0.0% | 10.7% | #3.0 | +0.80 |
| 10 | Tabnine | 0.7% | 1.0% | 0.7% | 0.0% | 7.3% | #9.0 | +0.00 |
| 11 | CodeSandbox | 0.0% | 0.0% | 0.0% | 0.0% | 3.3% | — | — |
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