Overview
Summary
The useful answer before the supporting detail.
AI modelCode is Anthropic's agentic coding tool that helps developers plan, implement, and debug software tasks directly in their terminal or IDE [S1](https://AI model.com/product/AI modelcode). It is used by developers to automate complex coding workflows, such as reproducing bugs, analyzing codebases, and implementing features, by running tasks that can take hours or days [S1](https://AI model.com/product/AI modelcode). Its practical value lies in integrating with existing development tools and running locally, reducing context switching and enabling long-running autonomous work [S1](https://AI model.com/product/AI modelcode).
Product identity and positioning
Name, category, positioning, audience, and first-party claims.
- Identity: AI modelCode by Anthropic, an AI coding agent for terminal and IDE [S1](https://AI model.com/product/AI modelcode).
- Core purpose: Automates coding tasks like bug reproduction, codebase analysis, and feature implementation [S1](https://AI model.com/product/AI modelcode).
- Intended users: Developers and development teams using AI modelsubscription plans [S1](https://AI model.com/product/AI modelcode).
- Product scope: A single tool that runs in the terminal and integrates with IDEs, not a full platform [S1](https://AI model.com/product/AI modelcode).
- Positioning: Enhances existing development workflows rather than replacing them [S1](https://AI model.com/product/AI modelcode).
- Claimed distinction: Runs locally, talks directly to model APIs, and asks permission before changes [S1](https://AI model.com/product/AI modelcode).
Use cases and audiences
Who the product serves and the jobs it is designed to handle.
| Audience | Practical use case |
|---|---|
| Developers | Reproduce and fix bugs by analyzing code and running tests [S1](https://AI model.com/product/AI modelcode). |
| Development teams | Implement features across codebases, like adding a dark mode toggle [S1](https://AI model.com/product/AI modelcode). |
| Power users | Run long-running autonomous tasks that take hours or days [S1](https://AI model.com/product/AI modelcode). |
| Enterprise teams | Run AI modelCode in self-hosted environments for security [S1](https://AI model.com/product/AI modelcode). |
Traffic and search
Search summary
The useful answer before the supporting detail.
AI modelis a next generation AI assistant built by Anthropic and trained to be safe, accurate, and secure to help you do your best work. AI model.com: an estimated 112,840,796 total monthly visits and about 3,079,186 monthly organic visits across 16,528 ranking keywords. Scout crawled 15 pages and measured a technical health score of 99/100.
- Total traffic (modeled): 112,840,796 monthly visits across all channels.
- Organic search traffic (estimated): 3,079,186 monthly visits from search.
- Strongest sampled ranking: agent sdk at position 1.
- Leading page in the collected evidence: <https://code.AI model.com/docs/en/agent-sdk/overview>.
- Closest measured organic competitor: medium.com, appearing 4 times in the sampled first-page SERPs.
- Technical crawl: 15 pages, health score 99/100.
Website intelligence — Collected evidence
Company identity and positioning
| Page type | Evidence | Source |
|---|---|---|
| other | Claude is a next generation AI assistant built by Anthropic and trained to be safe, accurate, and secure to help you do your best work. | https://claude.com/ |
| other | Free for everyone | https://claude.com/ |
| other | Extended thinking for complex work | https://claude.com/ |
| other | For everyday productivity | https://claude.com/ |
| other | Claude for Microsoft 365 | https://claude.com/ |
| other | Higher output limits for all tasks | https://claude.com/ |
| other | $100 to $200/month in API credits to build on the Claude Platform | https://claude.com/ |
| other | Claude is an artificial intelligence, trained by Anthropic using Constitutional AI to be safe, accurate, and secure — the trusted assistant for you to do your best work. | https://claude.com/ |
| other | You can use Claude for your own personal use or create a Team account to collaborate with your teammates. Learn more about Claude. | https://claude.com/ |
| other | What should I use Claude for? | https://claude.com/ |
| other | If you can dream it, Claude can help you do it. Claude can process large amounts of information, brainstorm ideas, generate text and code, help you understand subjects, coach you through difficult situations, simplify your busywork so you can focus on what matters most, and so much more. | https://claude.com/ |
| other | Claude has five pricing plans available — Free, Pro, Max, Team, and Enterprise. The Free plan offers limited use with no payment required. Learn more about available pricing plans. | https://claude.com/ |
Domain performance
Modeled total traffic, six-month trend, engagement, countries, and domain identity.
Total website traffic
Monthly visits112,840,796
Global rank#444
Top-country rankUS #627
Bounce rate67.5%
Pages per visit2.09
Visit duration2m 31s
| Month | Modeled visits |
|---|---|
| 2026-04 | 133,077,403 |
| 2026-05 | 119,505,616 |
| 2026-06 | 132,571,036 |
| 2026-07 | 123,540,403 |
| 2026-08 | 112,570,599 |
| 2026-09 | 112,840,796 |
Six-month trafficModeled monthly visits
Top visitor countries
| Country | Name | Traffic share |
|---|---|---|
| US | United States | 23.6% |
| IN | India | 7.7% |
| BR | Brazil | 4.7% |
| KR | Korea, Republic of | 4.3% |
| DE | Germany | 3.8% |
23.6%United States
United States23.6%India7.7%Brazil4.7%Korea, Republic of4.3%Germany3.8%Other56.0%
Domain identity
| Signal | Value |
|---|---|
| Registered | May 24, 1995 |
| Last changed | Dec 18, 2024 |
| Expires | May 23, 2028 |
| WHOIS server | whois.verisign-grs.com |
| DNSSEC | Not signed |
| Nameservers | ISLA.NS.CLOUDFLARE.COM, RANDY.NS.CLOUDFLARE.COM |
Website capture
Organic keywords
Top keywords and an independent Google result page.
Top organic keywords
| Keyword | Volume | CPC | Estimated value |
|---|---|---|---|
| claude | 42,010,480 | $0.71 | $2,840,490 |
| claude code | 2,753,480 | $2.09 | $1,623,820 |
| claude ai | 14,866,450 | $0.76 | $1,146,610 |
| claude status | 735,780 | $2.66 | $697,710 |
| claude design | 942,710 | $1.65 | $580,440 |
Independent Google result page
Query: agent sdk
| Position | Title | URL | Description |
|---|---|---|---|
| 1 | OpenAI Agents SDK | https://openai.github.io/openai-agents-python/ | The OpenAI Agents SDK enables you to build agentic AI apps in a lightweight, easy-to-use package with very few abstractions. |
| 2 | Agents | OpenAI API | https://developers.openai.com/api/docs/guides/agents | The Agents SDK gives your application control over deployment, storage, approvals, and runtime integration. Its runner handles the agent loop and handoffs. |
| 3 | Best Agent SDK? : r/AI_Agents | https://www.reddit.com/r/AI_Agents/comments/1oo5o5k/best_agent_sdk/ | Looking to experiment with multi-agent systems where agents can call other agents. I've seen OpenAI's Agent SDK and Anthropic's options thrown around, ... |
| 4 | Claude Agent SDK: Subagents, Sessions and Why It's Worth It | https://www.ksred.com/the-claude-agent-sdk-what-it-is-and-why-its-worth-understanding/ | The Claude Agent SDK is the infrastructure that powers Claude Code, exposed as a library. Anthropic renamed it from the "Claude Code SDK" in ... |
| 5 | What is the Microsoft 365 Agents SDK | https://learn.microsoft.com/en-us/microsoft-365/agents-sdk/agents-sdk-overview | The Microsoft 365 Agents SDK is a development framework for building conversational agents. Conversational agents are software that can receive ... |
| 6 | Build Hour: Agents SDK | https://www.youtube.com/watch?v=tK32trvj_b4 | In this Build Hour, you'll learn how to use the updated Agents SDK to build long-running agents with a model-native harness. Give agents the ... |
| 7 | AI Agent Frameworks (2026 Update): 8 SDKs Compared + the ... | https://www.morphllm.com/ai-agent-framework | SDK builds agents that go beyond code. Email assistants, research agents, customer support bots, finance analyzers. |
| 8 | Building Specialised AI Agents using Claude Agent SDK | https://cobusgreyling.medium.com/building-specialised-ai-agents-using-claude-agent-sdk-b4bb8562956e | The Claude Agent SDK lets you build purpose-built AI Agents in Python. Each agent gets its own system prompt, its own tool set and its own ... |
| 9 | OpenHands/software-agent-sdk: A clean, modular ... | https://github.com/OpenHands/software-agent-sdk | The OpenHands Software Agent SDK provides Python, TypeScript, and REST APIs for building agents that work with code. You can use the OpenHands Software ... |
Important pages
Pages earning the most estimated search traffic in the sample.
| URL | Ranking keywords | Estimated traffic | Best position |
|---|---|---|---|
| <https://code.AI model.com/docs/en/agent-sdk/overview> | 3 | 842.1 | 1 |
| <https://code.AI model.com/docs/en/mcp-quickstart> | 2 | 176.3 | 1 |
| <https://code.AI model.com/docs/en/skills> | 2 | 130.7 | 1 |
| <https://platform.AI model.com/docs/en/build-with-AI model/thinking-steering-and-cost> | 2 | 130.7 | 1 |
| <https://code.AI model.com/docs/en/terminal-guide> | 3 | 94.4 | 1 |
| <https://support.AI model.com/en/articles/10949351-getting-started-with-local-mcp-servers-on-AI modeldesktop> | 2 | 48.6 | 1 |
| <https://code.AI model.com/docs/en/hooks-guide> | 1 | 42.6 | 1 |
| <https://code.AI model.com/docs/en/permission-modes> | 1 | 27.4 | 1 |
| <https://academy.AI model.com/courses/ai-fluency-framework-foundations/the-4d-framework> | 1 | 21.3 | 1 |
| <https://platform.AI model.com/docs/en/build-with-AI model/context-windows> | 1 | 12.2 | 1 |
Website intelligence — Collected evidence
Prioritized website intelligence pages
| Type | Page | Words | Change | URL |
|---|---|---|---|---|
| other | Claude | 436 | new | https://claude.com/ |
| pricing | Plans & pricing \ | playwright | 2,427 | new |
| pricing | Claude Team plan for scientists \ | playwright | 1,845 | new |
| features | Claude Artifacts \ | playwright | 1,607 | new |
| features | Claude Platform \ | playwright | 2,396 | new |
| features | Claude Code by Anthropic \ | playwright | 2,129 | new |
| features | Claude Science (beta) \ | static | 1,862 | new |
| features | Claude Security \ | playwright | 766 | new |
| features | Claude Cowork \ | playwright | 2,187 | new |
| features | Claude Design \ | Claude by Anthropic | static | 1,497 |
| features | The AI for problem solvers \ | static | 3,479 | new |
| features | Claude in Slack: Tag @Claude in any thread \ | static | 1,429 | new |
| features | AI agents \ | static | 783 | new |
| features | Coding \ | static | 1,853 | new |
| features | Build commerce agents with Claude \ | static | 2,341 | new |
Features
| Page type | Evidence | Source |
|---|---|---|
| features | [Skip to main content](#main-content) | https://claude.com/features/artifacts |
| features | Contact salesTry Claude | https://claude.com/features/artifacts |
| features | Docs, decks, and dashboards that come back yours | https://claude.com/features/artifacts |
| features | Make polished content through a conversation with Claude. Steer and edit any time, share, or export. | https://claude.com/features/artifacts |
| features | Get started (opens in new tab) | https://claude.com/features/artifacts |
| features | Claude Design, Claude Slides, and Claude Docs are available in all plans. | https://claude.com/features/artifacts |
| features | Claude Dashboards is in beta on paid plans. | https://claude.com/features/artifacts |
| features | Claude Motion is in beta on Team and Enterprise. | https://claude.com/features/artifacts |
| features | Show your numbers | https://claude.com/features/artifacts |
| features | Claude Slides · Claude Dashboards (beta) · Claude Motion (beta) | https://claude.com/features/artifacts |
| features | [Jump to read](#show-your-numbers) | https://claude.com/features/artifacts |
| features | Pitch and launch an idea | https://claude.com/features/artifacts |
| features | Claude Design · Claude Docs · Claude Slides · Claude Motion (beta) | https://claude.com/features/artifacts |
| features | [Jump to read](#pitch-and-launch-an-idea) | https://claude.com/features/artifacts |
| features | Keep the team aligned | https://claude.com/features/artifacts |
| features | Claude Docs · Claude Dashboards (beta) · Claude Slides | https://claude.com/features/artifacts |
| features | [Jump to read](#keep-the-team-aligned) | https://claude.com/features/artifacts |
| features | How it works | https://claude.com/features/artifacts |
| features | Edit your way | https://claude.com/features/artifacts |
| features | Edit on the canvas or on your phone, leave a comment for Claude, or ask in the conversation. | https://claude.com/features/artifacts |
Pricing and plans
| Page type | Evidence | Source |
|---|---|---|
| pricing | Contact salesTry Claude | https://claude.com/pricing |
| pricing | Free for everyone | https://claude.com/pricing |
| pricing | Try Claude | https://claude.com/pricing |
| pricing | Per month with annual subscription discount ($200 billed up front). $20 if billed monthly. | https://claude.com/pricing |
| pricing | Try Claude | https://claude.com/pricing |
| pricing | Everything in Free, plus: | https://claude.com/pricing |
| pricing | Try Claude | https://claude.com/pricing |
| pricing | $100 to $200/month in API credits to build on the Claude Platform† | https://claude.com/pricing |
| pricing | \ | Free \ |
| pricing | Central billing and administration | https://claude.com/pricing |
| pricing | Billing cycle | https://claude.com/pricing |
| pricing | \ | Monthly and annual \ |
| pricing | \ | No \ |
| pricing | Get Team plan | https://claude.com/pricing |
| pricing | Per seat / month if billed annually. $25 if billed monthly. | https://claude.com/pricing |
| pricing | Per seat / month if billed annually. $125 if billed monthly. | https://claude.com/pricing |
| pricing | Up to $500 per month in pooled API credits† | https://claude.com/pricing |
| pricing | Get Enterprise planChat with buying specialist | https://claude.com/pricing |
| pricing | US$20/seat/month, billed annually, 20 seat minimum. Usage cost scales with model and task. | https://claude.com/pricing |
| pricing | All Team plan features, plus: | https://claude.com/pricing |
Integrations and supported platforms
No supporting public-page evidence was collected for this category.
Product and company updates
No supporting public-page evidence was collected for this category.
Rank tracking
Persistent keyword baselines and position movement.
This analysis created the first position baseline at 2026-10-18T22:50:00.783Z. Movement appears after the next fresh analysis using the same location and language.
| Keyword | Current | Previous | Movement | Volume | Ranking URL |
|---|---|---|---|---|---|
| agent sdk | 1 | Baseline | Baseline | 2,400 | <https://code.AI model.com/docs/en/agent-sdk/overview> |
| add mcp to AI modelcode | 1 | Baseline | Baseline | 320 | <https://code.AI model.com/docs/en/mcp-quickstart> |
| adding skills to AI modelcode | 1 | Baseline | Baseline | 320 | <https://code.AI model.com/docs/en/skills> |
| adaptive thinking | 1 | Baseline | Baseline | 260 | <https://platform.AI model.com/docs/en/build-with-AI model/thinking-steering-and-cost> |
| add mcp server to AI modelcode | 1 | Baseline | Baseline | 260 | <https://code.AI model.com/docs/en/mcp-quickstart> |
| agent sdk AI model | 1 | Baseline | Baseline | 260 | <https://code.AI model.com/docs/en/agent-sdk/overview> |
| add AI modelto path | 1 | Baseline | Baseline | 210 | <https://code.AI model.com/docs/en/terminal-guide> |
| adaptive thinking AI model | 1 | Baseline | Baseline | 170 | <https://platform.AI model.com/docs/en/build-with-AI model/thinking-steering-and-cost> |
| agent hooks | 1 | Baseline | Baseline | 140 | <https://code.AI model.com/docs/en/hooks-guide> |
| adding skills to AI model | 1 | Baseline | Baseline | 110 | <https://code.AI model.com/docs/en/skills> |
| agent sdk anthropic | 1 | Baseline | Baseline | 110 | <https://code.AI model.com/docs/en/agent-sdk/overview> |
| accept edits on AI modelcode | 1 | Baseline | Baseline | 90 | <https://code.AI model.com/docs/en/permission-modes> |
| add mcp to AI modeldesktop | 1 | Baseline | Baseline | 90 | <https://support.AI model.com/en/articles/10949351-getting-started-with-local-mcp-servers-on-AI modeldesktop> |
| 4d framework | 1 | Baseline | Baseline | 70 | <https://academy.AI model.com/courses/ai-fluency-framework-foundations/the-4d-framework> |
| add AI modelto path windows | 1 | Baseline | Baseline | 70 | <https://code.AI model.com/docs/en/terminal-guide> |
| add mcp server to AI modeldesktop | 1 | Baseline | Baseline | 70 | <https://support.AI model.com/en/articles/10949351-getting-started-with-local-mcp-servers-on-AI modeldesktop> |
| 200k context window | 1 | Baseline | Baseline | 40 | <https://platform.AI model.com/docs/en/build-with-AI model/context-windows> |
| add AI modelto path mac | 1 | Baseline | Baseline | 40 | <https://code.AI model.com/docs/en/terminal-guide> |
| a team plan | 1 | Baseline | Baseline | 30 | <https://support.AI model.com/en/articles/9266767-what-is-the-team-plan> |
| add AI modelto path mac | 1 | Baseline | Baseline | 40 | <https://AI model.com/product/AI modelcode> |
Features
Features and capabilities
Core functions and evidence-backed product capabilities.
| Capability | What it does |
|---|---|
| Autonomous task execution | Plans, asks clarifying questions, and handles work that runs for hours or days [S1](https://AI model.com/product/AI modelcode). |
| Codebase analysis | Follows imports across the repo, runs tests, and keeps going when something breaks [S1](https://AI model.com/product/AI modelcode). |
| Terminal integration | Works with all CLI tools alongside any IDE [S1](https://AI model.com/product/AI modelcode). |
| IDE extensions | Native extensions for VS Code, Cursor, Devin Desktop, and JetBrains IDEs [S1](https://AI model.com/product/AI modelcode). |
| Self-hosted environments | Run sessions on your own infrastructure, inside your network [S1](https://AI model.com/product/AI modelcode). |
| Permission controls | Asks for permission before making changes to files or running commands [S1](https://AI model.com/product/AI modelcode). |
| Artifacts preview | Preview in-progress work as live, interactive artifacts and share with team [S1](https://AI model.com/product/AI modelcode). |
Integrations and ecosystem
Connected products, exports, APIs, and workflow compatibility.
| Integration or interface | Type | What it enables |
|---|---|---|
| VS Code | IDE extension | Use AI modelCode inside VS Code [S1](https://AI model.com/product/AI modelcode). |
| JetBrains IDEs | IDE extension | Use AI modelCode inside JetBrains IDEs [S1](https://AI model.com/product/AI modelcode). |
| Cursor | IDE extension | Use AI modelCode inside Cursor [S1](https://AI model.com/product/AI modelcode). |
| Devin Desktop | IDE extension | Use AI modelCode inside Devin Desktop [S1](https://AI model.com/product/AI modelcode). |
| CLI tools | Integration | Works with deployment, databases, monitoring, version control tools [S1](https://AI model.com/product/AI modelcode). |
| Model APIs | API | Talks directly to model APIs without a backend server [S1](https://AI model.com/product/AI modelcode). |
Pricing
Pricing and plans
Published plans, free access, trials, credits, and pricing limitations.
| Plan or offer | Verified price and billing | Included | Limits |
|---|---|---|---|
| Pro | $17/month billed annually ($200 up front) or $20 monthly [S1](https://AI model.com/product/AI modelcode) | AI modelCode included [S1](https://AI model.com/product/AI modelcode) | Usage limits apply [S1](https://AI model.com/product/AI modelcode) |
| Max 5x | From $100/month [S1](https://AI model.com/product/AI modelcode) | AI modelCode included, $100/month API credits [S1](https://AI model.com/product/AI modelcode) | 5x Pro usage [S1](https://AI model.com/product/AI modelcode) |
| Max 20x | Not published [S1](https://AI model.com/product/AI modelcode) | AI modelCode included, $200/month API credits [S1](https://AI model.com/product/AI modelcode) | 20x Pro usage [S1](https://AI model.com/product/AI modelcode) |
| Team standard seat | $20/month annual or $25 monthly [S1](https://AI model.com/product/AI modelcode) | AI modelCode included [S1](https://AI model.com/product/AI modelcode) | More than Pro, 2-150 seats [S1](https://AI model.com/product/AI modelcode) |
| Team premium seat | $100/month annual or $125 monthly [S1](https://AI model.com/product/AI modelcode) | AI modelCode included [S1](https://AI model.com/product/AI modelcode) | 5x standard seat, pooled API credits up to $500/month [S1](https://AI model.com/product/AI modelcode) |
| Enterprise | $20 + usage at API rates [S1](https://AI model.com/product/AI modelcode) | AI modelCode included [S1](https://AI model.com/product/AI modelcode) | 20 seat minimum [S1](https://AI model.com/product/AI modelcode) |
| API (pay-as-you-go) | Standard API pricing [S1](https://AI model.com/product/AI modelcode) | AI modelCode consumes API tokens [S1](https://AI model.com/product/AI modelcode) | Not established |
Competition
Competitive landscape
Domains competing for the same organic search demand.
Sampled competitors
| Competitor | First-page appearances | Sampled queries | Average position | Queries observed |
|---|---|---|---|---|
| medium.com | 4 | 2 | 5 | agent sdk, add mcp to AI modelcode |
| reddit.com | 2 | 2 | 2 | agent sdk, add mcp to AI modelcode |
| github.com | 2 | 2 | 5 | agent sdk, add mcp to AI modelcode |
| ai-sdk.dev | 1 | 1 | 1 | agent sdk |
| jetbrains.com | 1 | 1 | 1 | add mcp to AI modelcode |
| datacamp.com | 1 | 1 | 3 | agent sdk |
| youtube.com | 1 | 1 | 4 | add mcp to AI modelcode |
| mindstudio.ai | 1 | 1 | 6 | agent sdk |
| first-tree.ai | 1 | 1 | 7 | add mcp to AI modelcode |
| docs.agentops.ai | 1 | 1 | 8 | agent sdk |
Website intelligence — Collected evidence
Customers, testimonials, and first-party review claims
No supporting public-page evidence was collected for this category.
Independent review sources discovered
| Platform | Status | Discovered source |
|---|---|---|
| discovered_not_scraped | https://support.google.com/googleplay/answer/7018481 | |
| discovered_not_scraped | https://www.google.com/preferences/source?q=claude.com | |
| discovered_not_scraped | https://play.google.com/store/apps/details?id=com.anthropic.claude |
Backlink profile
Authority and referring-domain signals.
Backlink comparison profile
- Domain rating: 92/100
- Backlinks: 23,809,930
- Referring domains: 125,864
- Dofollow backlinks: 96.0%
- Dofollow referring domains: 90.0%
| Source DR | Source title | Anchor | Source URL | Target URL |
|---|---|---|---|---|
| 92 | Welcome to Python.org | Anthropic | https://www.python.org/ | <https://platform.AI model.com/docs/en/home> |
| 97 | AI model (AI) | "Model deprecations" | https://en.wikipedia.org/wiki/Claude_(AI) | <https://platform.AI model.com/docs/en/about-AI model/model-deprecations> |
| 100 | AI modelby Anthropic – Apps on Google Play | publicWebsite | <https://play.google.com/store/apps/details?id=com.anthropic.AI model&hl=en_IN> | <https://support.AI model.com/> |
| 92 | Home \ Anthropic | Regional compliance | https://www.anthropic.com/ | <https://AI model.com/regional-compliance> |
| 93 | What Is AI modelAI? \ | IBM | subject to specific long context pricing | <https://www.ibm.com/think/topics/AI modelai> |
| 94 | Dropbox: Secure cloud storage, file sharing, and more | Connect now | https://www.dropbox.com/ | <https://AI model.com/connectors/dropbox> |
| 75 | 15 best AI apps I can't live without in 2026 (free + paid) | here | https://www.gumloop.com/blog/best-ai-apps | <https://www.AI model.com/pricing> |
| 67 | 24 best SEO tools I'm using in 2026 (free + paid) \ | Marketer Milk | AI model (Anthropic) | https://www.marketermilk.com/blog/best-seo-tools |
| 93 | AI model Astra: A new generation of intelligence \ | OpenAI | Anthropic Messages API(opens in a new window) | <https://openai.com/index/AI model/> |
| 17 | แชร์ประสบการณ์ การใช้ AI modelCode ในมุมมองของคนที่ไม่ใช่ Programmer - Thep Excel | AI modelCode | <https://www.thepexcel.com/AI modelcode-ai-experience/> | <https://code.AI model.com/docs> |
Collection decision
The Scout search index remains intentionally excluded from automatic Scout analysis. This Scout traffic model profile costs 5 credits (0.5 cents) and is included in the first comparison run so its usefulness can be judged before the recurring collection is finalized.
AI visibility
Measured ChatGPT and Google AI mentions with cited sources.
AI-assistant referral traffic
- Estimated current generative-AI referral share: 29.3%
| Month | Traffic share | Source |
|---|---|---|
| — | — | All AI assistants |
| — | — | All AI assistants |
| — | — | All AI assistants |
Website intelligence — Collected evidence
Site-stated AI capabilities
| Page type | Evidence | Source |
|---|---|---|
| other | Claude is a next generation AI assistant built by Anthropic and trained to be safe, accurate, and secure to help you do your best work. | https://claude.com/ |
| other | Claude is an artificial intelligence, trained by Anthropic using Constitutional AI to be safe, accurate, and secure — the trusted assistant for you to do your best work. | https://claude.com/ |
| features | Download for macOSRead documentation(opens in new tab) | https://claude.com/product/claude-code |
| features | > “Helix® is building the largest linked clinico-genomic dataset in the world - currently over 500,000 records and on a trajectory to multiple millions. By making deep genetic and phenotypic data available to Claude Science through an MCP server, we’re letting researchers discover our data inside a single, AI-native environment. Many of these researchers use Claude as their go to platform for discovery and this brings the full depth of our data to where the science actually gets done.” | https://claude.com/product/claude-science |
| features | > “Xaira is building AI-native capabilities across the full arc of drug discovery and development, from predictive models to physical AI systems that learn from biology at scale, powered by agentic workflows designed to create the next generation of medicines. Claude Code and Claude Science are accelerating that work, compressing the path from hypothesis to validation and advancing our therapeutic pipeline, enabling our scientists to focus on the discoveries that matter most and bring innovative medicines to patients faster.” | https://claude.com/product/claude-science |
| features | Contact salesTry Claude | https://claude.com/features/artifacts |
| features | Get started (opens in new tab) | https://claude.com/features/artifacts |
| features | Contact salesTry Claude | https://claude.com/platform/api |
| features | Contact salesTry Claude | https://claude.com/product/claude-code |
| features | Download for macOSRead documentation(opens in new tab) | https://claude.com/product/claude-code |
| features | Web (opens in new tab) | https://claude.com/product/claude-code |
| features | Contact salesTry Claude | https://claude.com/product/claude-science |
| pricing | Contact salesTry Claude | https://claude.com/pricing |
| pricing | Try Claude | https://claude.com/pricing |
| pricing | Try Claude | https://claude.com/pricing |
| pricing | Try Claude | https://claude.com/pricing |
| pricing | Get Team plan | https://claude.com/pricing |
| pricing | Get Enterprise planChat with buying specialist | https://claude.com/pricing |
| pricing | Create plan | https://claude.com/pricing |
| pricing | Create plan | https://claude.com/pricing |
These are first-party product claims, not independent measurements of AI-search visibility.
Marketing opportunities
Actions calculated directly from the collected evidence.
| Opportunity | Recommended action | Evidence |
|---|---|---|
| Competitor gap | Review the sampled queries where medium.com appears. | 4 first-page appearances across agent sdk, add mcp to AI modelcode |
Website intelligence — Collected evidence
Website evidence gaps
- integrations: no usable public page was collected; verify whether the site publishes this evidence.
- customers: no usable public page was collected; verify whether the site publishes this evidence.
- reviews: no usable public page was collected; verify whether the site publishes this evidence.
- changes: no usable public page was collected; verify whether the site publishes this evidence.
- identity: no usable public page was collected; verify whether the site publishes this evidence.
- technical: no usable public page was collected; verify whether the site publishes this evidence.
Trust and proof
Customers, proof, and reviews
Published proof, customer signals, and review evidence.
Independent reviews
No citation-grounded independent review links were found.
Customer proof
No named customers, testimonials, or customer case studies were found.
Independent mentions
- AI modelmaking me more productive every day usecases / Hacker News — Nearly every day AI surprises me. Getting something important done for me which I didn't imagine it could. Reply if you discovered something new yourself. AI modelCode/Cowork by Anthropic recently surprised me the most. 1. Chatting with customer support to negotiate refunds and discounts Ikea and DoorDash messed up a few orders for me recently. So I started online support chats with each company, but got distracted while waiting for responses, so mid-conversation the support agents closed the cha
- I cancelled AI model: Token issues, declining quality, and poor support / Hacker News — With hard requirements listed, I found out that the generated code missed requirements, had duplicate code or even unnecessary code wrangling data (mapping objects into new objects of narrower ... 't be needed) along with tests that fake and work around to
- How Anthropic teams use AI modelCode / Hacker News — A repeated trend is that AI modelCode only gets 70-80% of the way, which is fine and something I wish was emphasized more by people pushing agents. ... or start fresh rather than trying to wrestle with corrections. Starting over often has a higher success
- Ask HN: What is your experience with AI model? / Hacker News — am properly blown away by it. I've been using it for some pretty non-trivial coding, like ... -related algorithms, and it's truly amazing. It's very good at breaking things down, explaining ... is much better than anything else I've seen so far.
- A staff engineer's journey with AI modelCode / Hacker News — - The code that is written by LLMs always needs to be heavily monitored for ... - LLMs utility is high enough that it is now going to be a standard tool in the toolbox of every software engineer, but it is definitely not replacing anyone at current
- Ask HN: How Do You Actually Use AI modelCode Effectively? / Hacker News — Often, it either generates convoluted implementations when simpler ones clearly exist, or it produces code that's riddled with bugs — despite confidently claiming it's correct. I'm wondering if I'm just not using it properly
External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.
Company, security, and trust
Ownership, policies, security signals, and public trust evidence.
| Signal | Finding | Source |
|---|---|---|
| Company and ownership | > “AI modelCode has dramatically accelerated our team's coding efficiency. I can now write EDA code in a notebook—pulling data, training a model, and evaluating it with basic metrics—and then ask AI modelto convert that in | [source](https://AI model.com/product/AI modelcode) |
| Contact and support | AI modelCowork runs on web, desktop, and mobile and is the same AI model, wherever you work. Start at your desk, pick it up on your phone. | [source](https://AI model.com/product/cowork) |
| Legal and privacy | Payments are generally non-refundable, except where our Consumer Terms of Service say otherwise or where local law requires it. | [source](https://AI model.com/pricing) |
| Security and compliance | End-to-end encrypted collaboration | [source](https://AI model.com/product/AI modelcode) |
| Uptime and status page | Not published on the collected pages. | — |
| Domain registered | 1995-05-24 | — |
| Domain expires | 2028-05-23 | — |
Not found on the collected pages: uptime and status page. This only means Scout did not find it on the pages it read; it says nothing about the company itself.
Documentation and product updates
Help resources, product guidance, and visible changes over time.
| Resource or update | Type | What is available | Date or freshness |
|---|---|---|---|
| Contact and support | Support | Public contact and support channel. ([source](https://AI model.com/contact-sales/education-plan)) | Not dated |
| Contact and support | Support | Public contact and support channel. ([source](https://AI model.com/contact-sales/platform)) | Not dated |
| AI modelCode by Anthropic / AI Coding Agent, Terminal, IDE | Changelog | Public product change history. ([source](https://AI model.com/product/AI modelcode)) | Not dated |
| AI modelArtifacts / AI modelby Anthropic | Roadmap | Public product roadmap. ([source](https://AI model.com/features/artifacts)) | Not dated |
Not found in the collected public sources: status page, separate help center or knowledge base.
Technical
Technical and delivery signals
Delivery model, platforms, API, data ownership, reliability claims and release activity.
| Signal | Finding | Source |
|---|---|---|
| Delivery model (cloud, self-hosted, desktop, browser extension) | Runs locally in the terminal and supports self-hosted environments [S1](https://AI model.com/product/AI modelcode). | [S1](https://AI model.com/product/AI modelcode) |
| Platforms and apps | Available for macOS download [S1](https://AI model.com/product/AI modelcode). | [S1](https://AI model.com/product/AI modelcode) |
| API and extensibility (API, SDK, webhooks, MCP, plugins) | Talks directly to model APIs [S1](https://AI model.com/product/AI modelcode). | [S1](https://AI model.com/product/AI modelcode) |
| Data ownership and export | Not published on the collected pages. | — |
| Performance and reliability claims | Not published on the collected pages. | — |
| Release activity | Not published on the collected pages. | — |
Measured infrastructure
Domain, certificate, and hosting signals, measured directly.
| Signal | Finding |
|---|---|
| Domain registered | 1995-05-24 — MarkMonitor Inc. |
| Domain expires | 2028-05-23 |
| First archived | 1999-11-03 — web archive |
| TLS certificate | Google Trust Services, valid, expires 2026-12-21 |
| Security headers | HSTS, X-Content-Type-Options, X-Frame-Options, Referrer-Policy |
| Headers not served | CSP |
| Server header | cloudflare |
| Nameservers | randy.ns.cloudflare.com, isla.ns.cloudflare.com |
Technical site audit
A bounded multi-page crawl with page-level issues and URLs.
Scout — Bounded technical crawl
- Pages crawled: 15 of 15 maximum
- Technical health: 99/100
- Critical issues: 0
- Warnings: 2
- Notices: 1
Issues
| Severity | Issue | Value | Affected URL |
|---|---|---|---|
| warning | Title length should be reviewed | 6 | <https://AI model.com/> |
| notice | Meta description length should be reviewed | 235 | <https://AI model.com/product/AI modelscience> |
| warning | Page should have one primary H1 | 2 | <https://AI model.com/download> |
Crawled pages
| Status | Title | H1s | Words | Response | URL |
|---|---|---|---|---|---|
| 200 | AI model | 1 | 922 | 79 ms | <https://AI model.com/> |
| 200 | The AI for problem solvers \ | AI modelby Anthropic | 1 | 4468 | 503 ms |
| 200 | AI modelCode by Anthropic \ | AI Coding Agent, Terminal, IDE | 1 | 2599 | 55 ms |
| 200 | AI modelin Slack: Tag @AI modelin any thread \ | AI modelby Anthropic | 1 | 2210 | 410 ms |
| 200 | AI modelSecurity \ | AI modelby Anthropic | 1 | 1216 | 252 ms |
| 200 | AI modelScience (beta) \ | AI modelby Anthropic | 1 | 2669 | 408 ms |
| 200 | AI modelArtifacts \ | AI modelby Anthropic | 1 | 2111 | 337 ms |
| 200 | AI modelDesign \ | Turn ideas into design \ | AI modelby Anthropic | 1 | 2505 |
| 200 | Connectors and plugins \ | AI modelMarketplace \ | AI modelby Anthropic | 1 | 1810 |
| 200 | Plugins \ | AI modelMarketplace \ | AI modelby Anthropic | 1 | 973 |
| 200 | Skills \ | AI modelby Anthropic | 1 | 1557 | 430 ms |
| 200 | AI modelin Chrome \ | AI modelby Anthropic | 1 | 1870 | 440 ms |
| 200 | AI modelfor Microsoft 365 \ | AI modelby Anthropic | 1 | 1707 | 419 ms |
| 200 | Switch to AI modelwithout starting over \ | AI modelby Anthropic | 1 | 712 | 780 ms |
| 200 | Download AI model \ | AI modelby Anthropic | 2 | 1376 | 212 ms |
This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.
Search Console and Analytics
First-party search and behavioral data connection state.
Modeled acquisition channels
| Channel | Estimated share |
|---|---|
| direct | 30.6% |
| search | 30.0% |
| search organic | 28.5% |
| search paid | 1.5% |
| social | 3.6% |
| social organic | 3.4% |
| social paid | 0.3% |
| referrals | 5.0% |
| paid referrals | 0.4% |
| 1.2% | |
| gen ai | 29.3% |
| affiliate | 0.0% |
| other | 0.0% |
First-party connections
| Integration | Status | Data available after connection |
|---|---|---|
| Google Search Console | Not connected | Clicks, impressions, CTR, average position, queries, pages, countries, and devices |
| Google Analytics | Not connected | Organic sessions, engagement, landing pages, conversions, geography, and devices |
No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.
Limits and method
Limitations and open questions
Known constraints and missing evidence from the collected pages.
The collected pages do not mention any competitor products. Evidence gaps include lack of detailed pricing for Max 20x plan, no customer testimonials, and no information on security certifications or uptime.
Sources, method, and limitations
Evidence inventory, collection method, provider use, and constraints.
This report is based on 15 collected pages from AI model.com, including product pages for AI modelCode, AI modelin Slack, AI modelPlatform, AI modelCowork, AI modelArtifacts, and AI modelScience. Static and browser rendering rendering were used. External proof search was enabled but no verification requests were made. Pricing data was supplemented by an owner-reviewed research pricing table from the pricing page. Limitations: some pages may not have been fully rendered, and external review profiles were not scraped.
- Official Websitehttps://claude.com/product/claude-codeVerified
- Official Websitehttps://claude.com/product/tagVerified
- Official Websitehttps://claude.com/platform/apiVerified
- Official Websitehttps://claude.com/product/coworkVerified
- Pricing Pagehttps://claude.com/pricingVerified
- Pricing Pagehttps://claude.com/contact-sales/education-planVerified
- Pricing Pagehttps://claude.com/programs/team-plan-for-scientistsVerified
- Official Websitehttps://claude.com/contact-sales/platformVerified
- Official Websitehttps://claude.com/customers/advantage-solutionsVerified
- Official Websitehttps://claude.com/features/artifactsVerified
- Official Websitehttps://claude.com/product/claude-scienceVerified
- Official Websitehttps://claude.com/product/claude-securityVerified
- Official Websitehttps://claude.com/product/designVerified
- Official Websitehttps://claude.com/product/overviewVerified
- Official Websitehttps://claude.com/solutions/agentsVerified
- Articlehttps://news.ycombinator.com/item?id=47202447Verified
- Articlehttps://news.ycombinator.com/item?id=47892019Verified
- Articlehttps://news.ycombinator.com/item?id=44678535Verified
- Articlehttps://news.ycombinator.com/item?id=40857432Verified
- Articlehttps://news.ycombinator.com/item?id=45107962Verified
- Documentationhttps://news.ycombinator.com/item?id=50121562Verified
- Articlehttps://news.ycombinator.com/item?id=44362244Verified