Overview
Summary
The useful answer before the supporting detail.
Devin Desktop is a desktop IDE for developers to plan, delegate, review, and ship software with AI agents without leaving their editor S1. It is used by engineering teams to manage fleets of local and cloud agents from one surface, solving the problem of coordinating multiple AI coding agents S1. Its practical value is providing a full IDE with agent management, review, and debugging capabilities in one tool S1.
Product identity and positioning
Name, category, positioning, audience, and first-party claims.
- Identity: Devin Desktop is a desktop IDE for AI coding agents, formerly known as Windsurf S1.
- Core purpose: It solves the problem of managing and coordinating multiple coding agents within a development environment S1.
- Intended users: Developers and engineering teams who use AI agents for coding tasks S1.
- Product scope: It is a desktop application that includes a full IDE, agent management, and review tools S1.
- Positioning: Positioned as "the home for every agent you run" S1.
- Claimed distinction: It claims to let users manage fleets of agents from one surface, with full local permissions S1.
Use cases and audiences
Who the product serves and the jobs it is designed to handle.
| Audience | Practical use case |
|---|---|
| Developers | Plan, delegate, review, and ship code without leaving the editor S1. |
| Engineering teams | Manage fleets of local and cloud agents from one surface S1. |
| Enterprises | Deploy in a virtual private cloud (VPC) for centralized management S3. |
| Power users | Use the Max plan for significantly higher usage quotas S3. |
Traffic and search
Search summary
The useful answer before the supporting detail.
Devin is an AI coding agent and software engineer that helps developers build better software faster. Parallel cloud agents for serious engineering teams. devin.ai: an estimated 2,523,967 total monthly visits and about 30,680 monthly organic visits across 1,455 ranking keywords. Scout crawled 15 pages and measured a technical health score of 98/100.
- Total traffic (modeled): 2,523,967 monthly visits across all channels.
- Organic search traffic (estimated): 30,680 monthly visits from search.
- Strongest sampled ranking: deep wiki at position 1.
- Leading page in the collected evidence: https://docs.devin.ai/work-with-devin/deepwiki.
- Closest measured organic competitor: dev.to, appearing 4 times in the sampled first-page SERPs.
- Technical crawl: 15 pages, health score 98/100.
Website intelligence — Collected evidence
Company identity and positioning
| Page type | Evidence | Source |
|---|---|---|
| other | Devin is an AI coding agent and software engineer that helps developers build better software faster. Parallel cloud agents for serious engineering teams. | https://devin.ai/ |
| other | Meet Devin, your team's autonomous software engineer | https://devin.ai/ |
| other | Add SAML SSO for enterprise customers. | https://devin.ai/ |
| other | Follow our existing auth patterns and let admins configure it in organization settings. Keep email login working for everyone else. | https://devin.ai/ |
| other | feat: Add SAML SSO for enterprise | https://devin.ai/ |
| other | acme/platform #2922·+9\-14 | https://devin.ai/ |
| other | Added to the PR. Admins can require SSO once setup is verified. I also added tests for enforcement and recovery access. | https://devin.ai/ |
| other | PR Open·acme/platform #2922 | https://devin.ai/ |
| other | Adds SAML single sign-on for enterprise organizations. Admins can configure their identity provider, verify the connection, and require SSO from organization settings. | https://devin.ai/ |
| other | Incorporate accessibility guidelines to enhance user experience for all | https://devin.ai/ |
| other | Test for offline mode | https://devin.ai/ |
| other | Devin spins up its own Windows, Mac, and Linux virtual machines as needed to build, test in its browser, and record itself clicking through what it built | https://devin.ai/ |
Domain performance
Modeled total traffic, six-month trend, engagement, countries, and domain identity.
Total website traffic
| Month | Modeled visits |
|---|---|
| 2026-04 | 1,082,807 |
| 2026-05 | 1,610,192 |
| 2026-06 | 2,900,003 |
| 2026-07 | 2,726,078 |
| 2026-08 | 2,327,067 |
| 2026-09 | 2,523,967 |
Top visitor countries
| Country | Name | Traffic share |
|---|---|---|
| US | United States | 25.1% |
| IN | India | 8.6% |
| BR | Brazil | 5.6% |
| CN | China | 5.6% |
| JP | Japan | 5.1% |
Domain identity
| Signal | Value |
|---|---|
| Registered | Dec 6, 2022 |
| Last changed | Aug 12, 2026 |
| Expires | Dec 6, 2028 |
| WHOIS server | whois.nic.ai |
| DNSSEC | — |
| Nameservers | ns-695.awsdns-22.net, ns-145.awsdns-18.com, ns-1759.awsdns-27.co.uk, ns-1474.awsdns-56.org |
Website capture

Organic keywords
Top keywords and an independent Google result page.
Top organic keywords
| Keyword | Volume | CPC | Estimated value |
|---|---|---|---|
| devin | 204,420 | $2.30 | $206,110 |
| devin ai | 75,960 | $3.53 | $66,360 |
| devin desktop | 17,280 | $4.34 | $17,200 |
| devin cli | 11,120 | $3.97 | $16,200 |
| cognition | 135,690 | $1.68 | $8,060 |
Independent Google result page
Query: deep wiki
| Position | Title | URL | Description |
|---|---|---|---|
| 1 | DeepWiki repository wikis | https://docs.devin.ai/work-with-devin/deepwiki | DeepWiki auto-generates architecture diagrams, documentation, and source links for every repo, configured with a .devin/wiki.json file. |
| 2 | DeepWiki Open | https://github.com/AsyncFuncAI/deepwiki-open | DeepWiki is my own implementation attempt of DeepWiki, automatically creates beautiful, interactive wikis for any GitHub, GitLab, or BitBucket repository! |
| 3 | Deepwoken Wiki | Fandom | https://deepwoken.fandom.com/wiki/Deepwoken_Wiki | Deepwoken Wiki is an easily accessible resource that has all the information about the well-known Roblox Deepwoken game. Deepwoken is a hardcore fantasy game |
| 4 | DeepWiki: AI docs for any repo | https://cognition.com/blog/deepwiki | Now, we're launching DeepWiki, the free public version of Devin Wiki and Devin Search. Visit the DeepWiki for any repo by replacing github.com ... |
| 5 | DeepWiki: Understand Any Codebase | https://news.ycombinator.com/item?id=45002092 | The DeepWiki tool itself seems pretty neat. It has a pretty good go at collecting documentation from across the codebase and organising it in ... |
| 6 | deepwiki for agents | https://deepwiki.sh/ | deepwiki is a thin CLI wrapper around DeepWiki's MCP server. It sends JSON-RPC requests to DeepWiki's public API and formats the responses for terminal and ... |
| 7 | Inside DeepWiki: How Cognition Builds Wikis for Devin at Scale | https://www.youtube.com/watch?v=u8Im0l_vwqM | Jacob Teo from Cognition's Research and Engineering team breaks down DeepWiki, the auto-generated codebase documentation product behind Devin, ... |
| 8 | DeepWiki: Why I Open-Sourced an AI-Powered Wiki ... | https://medium.com/@sjng/deepwiki-why-i-open-sourced-an-ai-powered-wiki-generator-b67b624e4679 | DeepWiki started as a closed-source project by DevinAI, automatically generate comprehensive documentation for any GitHub repository using AI. |
| 9 | DeepWiki | https://docs.devin.ai/desktop/deepwiki | Get AI-powered explanations of code symbols with DeepWiki. Hover over functions, variables, and classes to understand unfamiliar code in your codebase. |
| 10 | Introduction to DeepWiki-Open - DeepWiki-Open | https://asyncfunc.mintlify.app/getting-started/introduction | DeepWiki-Open is an innovative AI-powered documentation generator that automatically creates comprehensive, interactive wikis for any GitHub, GitLab, or ... |
Important pages
Pages earning the most estimated search traffic in the sample.
| URL | Ranking keywords | Estimated traffic | Best position |
|---|---|---|---|
| https://docs.devin.ai/work-with-devin/deepwiki | 4 | 4,037.1 | 1 |
| https://devin.ai/ | 4 | 324.4 | 1 |
| https://docs.devin.ai/work-with-devin/deepwiki-mcp | 2 | 200.6 | 1 |
| https://devin.ai/desktop | 1 | 63.8 | 1 |
| https://docs.devin.ai/work-with-devin/data-analyst | 2 | 36.5 | 1 |
| https://docs.devin.ai/windsurf/plugins/cascade/cascade-overview | 1 | 21.3 | 1 |
| https://docs.devin.ai/desktop/cascade/cascade | 2 | 18.2 | 1 |
| https://docs.devin.ai/desktop/cascade/modes | 1 | 12.2 | 1 |
| https://devin.ai/pricing | 1 | 12.2 | 1 |
| https://app.devin.ai/ | 1 | 9.1 | 1 |
Website intelligence — Collected evidence
Prioritized website intelligence pages
| Type | Page | Words | Change | URL |
|---|---|---|---|---|
| other | Devin: the autonomous software engineer | 1,577 | new | https://devin.ai/ |
| pricing | Plans and Pricing \ | static | 463 | new |
| features | Customers \ | Devin | static | 1,204 |
| features | Blog – Product \ | static | 644 | new |
| customers | Customers \ | static | 706 | new |
| customers | Customers \ | Devin | static | 2,059 |
| customers | Customers \ | Devin | static | 1,024 |
| customers | Customers \ | Devin | static | 1,099 |
| customers | Customers \ | Devin | static | 1,005 |
| customers | Customers \ | Devin | static | 628 |
| customers | Customers \ | Devin | static | 1,141 |
| customers | Customers \ | Devin | static | 1,304 |
| customers | Customers \ | Devin | static | 950 |
| customers | Customers \ | Devin | static | 1,016 |
Features
| Page type | Evidence | Source |
|---|---|---|
| features | How WPP Won a Competitive 3-year Renewal by Proving 30-40% Efficiency Gains with Devin | https://devin.ai/customers/wpp-enterprise-solutions |
| features | Faster delivery with 110% of contracted scope on the Halfords e-commerce rebuild | https://devin.ai/customers/wpp-enterprise-solutions |
| features | Efficiency gain on a test-framework migration, reducing 80 days to 8 | https://devin.ai/customers/wpp-enterprise-solutions |
| features | SDLC efficiency gains proven on live client engagements | https://devin.ai/customers/wpp-enterprise-solutions |
| features | Growth in weekly active engineers on Devin at WPP in nine months | https://devin.ai/customers/wpp-enterprise-solutions |
| features | About the company | https://devin.ai/customers/wpp-enterprise-solutions |
| features | WPP Enterprise Solutions is the business transformation operating unit of WPP, bringing together more than 12,000 experts across over 40 markets to design, build, and operate growth systems for global brands. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | Industry: Business TransformationVisit site | https://devin.ai/customers/wpp-enterprise-solutions |
| features | WPP Enterprise Solutions is the business transformation operating unit of WPP, the global creative company headquartered in London. One of WPP's four strategic operating units, it brings together over 12,000 experts across 40+ markets, designing, building, and operating the growth systems powering global brands like IKEA, Ford, L'Oréal, and Nestlé. The company has partnered with Cognition to make AI-driven software delivery the foundation of how it builds for clients, with engineers across the UK and India working alongside Devin today. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | For a business whose primary offering is engineering delivery, clients' demands for faster delivery at lower cost and competition from offshore providers put pressure on every renewal. WPP Enterprise Solutions rebuilt its software development lifecycle around Devin and baked the resulting efficiency gains directly into its contracts: full scope at a fixed price with a contracted delivery velocity, fully backed by sprint-level data. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | Evaluating solutions | https://devin.ai/customers/wpp-enterprise-solutions |
| features | Prior to Devin, WPP Enterprise Solutions had already invested heavily in AI tooling. They previously rolled out an AI coding assistant to 500 engineers yet saw none of their tracked delivery metrics improve. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | The team went back to the drawing board, ran side-by-side evaluations of different leading platforms, and chose Devin Desktop because of its ability to quickly and comprehensively build context on large, complex client codebases better than any alternative. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | The Halfords proof | https://devin.ai/customers/wpp-enterprise-solutions |
| features | The proving ground for Devin was Halfords, the UK's leading provider of motoring and cycling products and services and a client of more than ten years. Facing a competitive renewal against a low-cost provider, WPP Enterprise Solutions put Devin to the test: rebuild Halfords' e-commerce platform on headless Salesforce Commerce Cloud. The project was fixed price with a twelve-week timeline, and the team deliberately estimated it the traditional way, without AI, to establish a clean baseline for measuring productivity gains. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | The build delivered 110% of the contracted scope in 25% less time. Unit test coverage rose from 80% to 99%. Efficiency gains, tracked as estimated versus actual effort per discipline per sprint in Jira, averaged 32% across the lifecycle, with the largest gains realized in business analysis and technical architecture. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | The results allowed WPP Enterprise Solutions to secure a three-year renewal that commits the team to a baseline delivery velocity per sprint, scoped using WPP's standard pre-AI estimates. WPP made a bet to staff the engagement with a leaner team while still overdelivering on contracted output, trusting Devin to fill the gap. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | Eight months in, the smaller team consistently delivers 20-35% more output per sprint than initially contracted, according to Halfords' Delivery Director. Automated test coverage has maintained near 100%, no post-delivery work has been required, and the rebuilt platform ran at 99.97% uptime through Halfords' busiest trading period of the year. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | The same methodology powered by Devin is now delivering results across the client portfolio. On a global sportswear brand engagement, the team reverse-engineered a legacy platform and produced more than 40 technical documents and 332 test cases in four weeks, work that typically takes around 10 weeks using traditional techniques. The client's prior test coverage in this area was effectively nil, with no E2E or accessibility coverage and only fragmented Cypress snippets, so the new test cases represent a net-new quality capability. On another client engagement with a global beverages brand, a delivery team took on a test-framework migration estimated at 80 person-days of effort and finished it in eight. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | How WPP deploys Devin | https://devin.ai/customers/wpp-enterprise-solutions |
Pricing and plans
| Page type | Evidence | Source |
|---|---|---|
| pricing | Plans and Pricing | https://devin.ai/pricing |
| pricing | Choose the perfect plan for your journey | https://devin.ai/pricing |
| pricing | $20per month | https://devin.ai/pricing |
| pricing | Select plan | https://devin.ai/pricing |
| pricing | Everything in Free, plus: | https://devin.ai/pricing |
| pricing | Free use of SWE-2 | https://devin.ai/pricing |
| pricing | Purchase extra usage at API pricing | https://devin.ai/pricing |
| pricing | $200per month | https://devin.ai/pricing |
| pricing | Select plan | https://devin.ai/pricing |
| pricing | $80/month for team plan + $40/mo per full dev seat | https://devin.ai/pricing |
| pricing | Centralized billing | https://devin.ai/pricing |
| pricing | Free$0/month | https://devin.ai/pricing |
| pricing | Pro$20/month | https://devin.ai/pricing |
| pricing | Max$200/month | https://devin.ai/pricing |
| pricing | Team$80/month | https://devin.ai/pricing |
| pricing | Up to 200 users$40/month per full userEach full user includes their own generous quota and access to Devin Desktop | https://devin.ai/pricing |
| pricing | Each paid plan comes with a usage allowance that refreshes automatically on a daily and weekly basis. For the majority of users, this quota will be enough to fully cover all agent usage. Cost per message varies based on the model used, the task size and complexity, and the reasoning required. | https://devin.ai/pricing |
| pricing | Most users will never hit their limits. If you do go beyond your included usage on a paid plan, you can purchase extra usage which is consumed at API pricing. | https://devin.ai/pricing |
| pricing | What is the Max plan? | https://devin.ai/pricing |
| pricing | The Max plan is for power users who need significantly higher usage quotas. It includes everything in Pro, plus significantly higher quotas. | https://devin.ai/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 2026-10-18T22:52:50.406Z. Movement appears after the next fresh analysis using the same location and language.
Features
Features and capabilities
Core functions and evidence-backed product capabilities.
| Capability | What it does |
|---|---|
| Agent fleet management | Manage local and cloud agents from a single command center S1. |
| Full IDE | Includes syntax highlighting, autocomplete, and debugging tools S1. |
| Agent diff review | Rapidly or deeply review every agent diff before pushing S1. |
| Change tracing | Read, trace, and debug every change agents ship S1. |
| Extension support | Extend with tools, skills, and plugins your team already uses S1. |
| Multi-agent support | Supports multi-agent workflows, with NVIDIA joining a research preview S1. |
| Agent Client Protocol | Works across models and agents, powered by ACP S1. |
Integrations and ecosystem
Connected products, exports, APIs, and workflow compatibility.
| Integration or interface | Type | What it enables |
|---|---|---|
| Linear | Integration | List, create, update, and query issues, projects, initiatives, cycles, and comments S1. |
| Notion | Integration | Retrieve and manage pages, databases, and comments; search across workspace S1. |
| Figma | Integration | Get files, nodes, and images; manage comments, components, styles, and webhooks S1. |
| Stripe | Integration | Create and manage customers, products, subscriptions, invoices, payouts, and refunds S1. |
| Vercel | Integration | Manage projects and deployments, analyze logs, and search Vercel documentation S1. |
| Datadog | Integration | Retrieve telemetry insights and manage incidents, monitors, logs, dashboards, and traces S1. |
| Jira and Confluence | Integration | Access Jira and Confluence — manage issues and create enterprise documentation S1. |
| Sentry | Integration | Retrieve issue data and stack traces; search, filter, and update issue status S1. |
Pricing
Pricing and plans
Published plans, free access, trials, credits, and pricing limitations.
| Plan or offer | Verified price and billing | Included | Limits |
|---|---|---|---|
| Free | $0/month S3 | Light agent quota, unlimited inline edits, unlimited Tab completions S3 | Not established |
| Pro | $20/month, monthly S3 | Increased quotas, Devin Cloud S3 | Extra usage at API pricing S3 |
| Max | $200/month, monthly S3 | Significantly higher quotas S3 | Unlimited concurrent sessions S3 |
| Teams | $80/month + $40/month per full dev seat S3 | Quota per full user, access to Devin Desktop S3 | Up to 200 users S3 |
| Enterprise | Let's talk S3 | SSO, dedicated deployment S3 | Not published S3 |
Competition
Competitive landscape
Domains competing for the same organic search demand.
Sampled competitors
| Competitor | First-page appearances | Sampled queries | Average position | Queries observed |
|---|---|---|---|---|
| dev.to | 4 | 2 | 5.3 | deep wiki, deepwiki |
| github.com | 3 | 2 | 6 | deep wiki, deepwiki |
| youtube.com | 2 | 2 | 5.5 | deep wiki, deepwiki |
| marktechpost.com | 1 | 1 | 1 | deep wiki |
| deepwiki.com | 1 | 1 | 1 | deepwiki |
| medium.com | 1 | 1 | 2 | deep wiki |
| docs.devin.ai | 1 | 1 | 2 | deepwiki |
| cognition.com | 1 | 1 | 4 | deepwiki |
| news.ycombinator.com | 1 | 1 | 5 | deepwiki |
| reddit.com | 1 | 1 | 7 | deepwiki |
Website intelligence — Collected evidence
Customers, testimonials, and first-party review claims
| Page type | Evidence | Source |
|---|---|---|
| customers | Industry leaders build with Devin | https://devin.ai/customers |
| customers | 8 months to 8 days | https://devin.ai/customers |
| customers | Time to complete COBOL migration | https://devin.ai/customers |
| customers | Read more | https://devin.ai/customers |
| customers | Greenfield DevelopmentTesting & QA AutomationCode Maintenance | https://devin.ai/customers |
| customers | More use cases | https://devin.ai/customers |
| customers | Beyond EngineeringDocumentationIncident TriageMigrations & ModernizationsRapid PrototypingReducing Tech Debt | https://devin.ai/customers |
| customers | GE Aerospace | https://devin.ai/customers |
| customers | How GE Aerospace uses Devin to invent the future of flight | https://devin.ai/customers |
| customers | ](/customers/geaerospace)[ | https://devin.ai/customers |
| customers | How Modal uses Devin to investigate 80% of its incidents before an engineer opens the thread | https://devin.ai/customers |
| customers | ](/customers/modal)[ | https://devin.ai/customers |
| customers | How Crosby is building an AI-native law firm with Devin | https://devin.ai/customers |
| customers | ](/customers/crosby)[ | https://devin.ai/customers |
| customers | How Rivian and VW's joint venture 10x'ed testing velocity for software-defined vehicles | https://devin.ai/customers |
| customers | ](/customers/rvtech)[ | https://devin.ai/customers |
| customers | How AngelList Completed a Redshift-to-Snowflake Migration 5.2x Faster with Devin | https://devin.ai/customers |
| customers | ](/customers/angellist)[ | https://devin.ai/customers |
| customers | Mercedes-Benz | https://devin.ai/customers |
| customers | Mercedes-Benz partnership with Cognition to increase engineering efficiency | https://devin.ai/customers |
Independent review sources discovered
No links to supported independent review platforms were discovered on the collected pages.
AI visibility
Measured ChatGPT and Google AI mentions with cited sources.
AI-assistant referral traffic
- Estimated current generative-AI referral share: 1.3%
| 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 | Devin is an AI coding agent and software engineer that helps developers build better software faster. Parallel cloud agents for serious engineering teams. | https://devin.ai/ |
| features | WPP Enterprise Solutions is the business transformation operating unit of WPP, the global creative company headquartered in London. One of WPP's four strategic operating units, it brings together over 12,000 experts across 40+ markets, designing, building, and operating the growth systems powering global brands like IKEA, Ford, L'Oréal, and Nestlé. The company has partnered with Cognition to make AI-driven software delivery the foundation of how it builds for clients, with engineers across the UK and India working alongside Devin today. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | The proving ground for Devin was Halfords, the UK's leading provider of motoring and cycling products and services and a client of more than ten years. Facing a competitive renewal against a low-cost provider, WPP Enterprise Solutions put Devin to the test: rebuild Halfords' e-commerce platform on headless Salesforce Commerce Cloud. The project was fixed price with a twelve-week timeline, and the team deliberately estimated it the traditional way, without AI, to establish a clean baseline for measuring productivity gains. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | The results allowed WPP Enterprise Solutions to secure a three-year renewal that commits the team to a baseline delivery velocity per sprint, scoped using WPP's standard pre-AI estimates. WPP made a bet to staff the engagement with a leaner team while still overdelivering on contracted output, trusting Devin to fill the gap. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | We're excited to continue working with WPP Enterprise Solutions as they define what AI-native services delivery looks like at enterprise scale. Organizations interested in deploying Devin at scale can contact our enterprise team to learn more. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | WPP Enterprise Solutions is the business transformation operating unit of WPP, the global creative company headquartered in London. One of WPP's four strategic operating units, it brings together over 12,000 experts across 40+ markets, designing, building, and operating the growth systems powering global brands like IKEA, Ford, L'Oréal, and Nestlé. The company has partnered with Cognition to make AI-driven software delivery the foundation of how it builds for clients, with engineers across the UK and India working alongside Devin today. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | Prior to Devin, WPP Enterprise Solutions had already invested heavily in AI tooling. They previously rolled out an AI coding assistant to 500 engineers yet saw none of their tracked delivery metrics improve. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | The proving ground for Devin was Halfords, the UK's leading provider of motoring and cycling products and services and a client of more than ten years. Facing a competitive renewal against a low-cost provider, WPP Enterprise Solutions put Devin to the test: rebuild Halfords' e-commerce platform on headless Salesforce Commerce Cloud. The project was fixed price with a twelve-week timeline, and the team deliberately estimated it the traditional way, without AI, to establish a clean baseline for measuring productivity gains. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | The results allowed WPP Enterprise Solutions to secure a three-year renewal that commits the team to a baseline delivery velocity per sprint, scoped using WPP's standard pre-AI estimates. WPP made a bet to staff the engagement with a leaner team while still overdelivering on contracted output, trusting Devin to fill the gap. | https://devin.ai/customers/wpp-enterprise-solutions |
| features | > "With new clients it's always AI-assisted software delivery, never tool-first. We've completely reshaped how we deliver software, augmenting every part of the SDLC so the end-to-end gets the 30-40% efficiency gains we've proven in live environments. And we regularly talk about our partnership with Cognition as the foundation of how we deliver that." | https://devin.ai/customers/wpp-enterprise-solutions |
| pricing | Select plan | https://devin.ai/pricing |
| pricing | Select plan | https://devin.ai/pricing |
| customers | How Crosby is building an AI-native law firm with Devin | https://devin.ai/customers |
| customers | How Itaú Deployed AI Across the SDLC at Global-Finance Scale | https://devin.ai/customers |
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 dev.to appears. | 4 first-page appearances across deep wiki, deepwiki |
Website intelligence — Collected evidence
Website evidence gaps
- integrations: 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
- Devin fixes tens of thousands of hours of technical debt, letting engineers focus on what matters most: saving their customers time and money — alone this has saved us over 1000 engineering hours." > ... Devin has saved thousands of hours of engineering work so far in technical debt cleanup across a variety of use cases, dramatically accelerating core product and engineering velocity at Ramp.
- Customers / Devin — How GE Aerospace uses Devin to invent the future of flight ##### Modal How Modal uses Devin to investigate 80% of its incidents before an engineer opens the thread ##### Crosby How Crosby is building an AI-native
- Speaking up for Devin.ai here. What I like about it is that after the initial pr... / Hacker News — Speaking up for Devin.ai here. What I like about it is that after the initial prompt nearly all of my interaction with it is via pull request comments. I have this workflow where I trigger a bunch of prompts in the morning, lunch and at the end of the day. At those same times I give it feedback. The async nature really means I can have it work on things I can’t be bothered with myself. ... That’s kind of where Devin excels. The agent itself is good enough, I don’t even know what model it uses. B
- Ask HN: Has anyone used Devin for web-dev? / Hacker News — Ask HN: Has anyone ... I have not used Devin. But from what I gather from the reviews, Cursor + Composer/Agent will take you a little further than Devin will, for a lot less money. Neither will take you where you expect/want to be. You will still have to do some/a lot of the work yourself. ... My team tried it, my conclusions were: - it took just as much prompting as a using an LLM to get simple tasks done - took many hours to come to wrong conclusions for simple problems - the examples in their
- Devin Aftermath: AI Engineers in Production — The backlash was swift. Independent developers attempted to reproduce the demonstrated tasks and published detailed debunking videos. Several of the Upwork examples turned out to be significantly simpler than portrayed, and the SWE-bench results, while real, came with caveats about task selection and evaluation methodology that Cognition's marketing materials glossed over. Hacker News threads and Reddit discussions dissected the demos frame by frame, identifying cases where the agent's apparent
- I have been testing Devin for a long time, early access and all. I'm not impress... / Hacker News — I have been testing Devin for a long time, early access and all. I'm not impressed by it at all, a decent developer with their LLM of choice does a far better job. ... it's not hard to imagine in 2-3-5 years Devin is better and cheaper than most hires you
- Devin: AI Software Engineer / Hacker News — Devin: AI Software Engineer / Hacker News Devin: AI Software Engineer (cognition-labs.com) 530 points by neural_thing on March 12, 2024 / hide / past / favorite / 553 comments ... to believe it. Today, this was inevitable and entirely believable. There
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 | Talk to our team to get: | source |
| Contact and support | Not published on the collected pages. | — |
| Legal and privacy | If you love it, you don’t need to do anything: your plan continues at your current grandfathered price. If you’re not satisfied after this week, you can cancel and request a prorated refund. | source |
| Security and compliance | The last piece is that, in the near future, we will be adding an option to self-serve SSO integration and additional access control capabilities for a total base price of $40/user/mo. | source |
| Uptime and status page | Eight months in, the smaller team consistently delivers 20-35% more output per sprint than initially contracted, according to Halfords' Delivery Director. Automated test coverage has maintained near 100%, no post-deliver | source |
| Domain registered | 2022-12-06 | — |
| Domain expires | 2028-12-06 | — |
Not found on the collected pages: contact and support. 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.
Not established in the collected sources.
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) | Delivered as a desktop app for macOS S1. | S1 |
| Platforms and apps | Available for macOS S1. | S1 |
| API and extensibility (API, SDK, webhooks, MCP, plugins) | Supports extensions, tools, skills, and plugins S1. | S1 |
| Data ownership and export | Not published on the collected pages. | — |
| Performance and reliability claims | Not published on the collected pages. | — |
| Release activity | Devin Desktop arrives as a standard over-the-air update S1. | S1 |
Measured infrastructure
Domain, certificate, and hosting signals, measured directly.
| Signal | Finding |
|---|---|
| Domain registered | 2022-12-06 — MarkMonitor Inc. |
| Domain expires | 2028-12-06 |
| First archived | 2022-01-03 — web archive |
| TLS certificate | Let's Encrypt, valid, expires 2026-12-11 |
| Security headers | HSTS, X-Content-Type-Options, X-Frame-Options |
| Headers not served | CSP, Referrer-Policy |
| Server header | Vercel |
| Nameservers | ns-1474.awsdns-56.org, ns-1759.awsdns-27.co.uk |
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: 98/100
- Critical issues: 0
- Warnings: 3
- Notices: 7
Issues
| Severity | Issue | Value | Affected URL |
|---|---|---|---|
| warning | Page should have one primary H1 | 0 | https://devin.ai/customers |
| notice | Low visible word count | 89 | https://devin.ai/demo |
| notice | Meta description length should be reviewed | 45 | https://devin.ai/cloud |
| warning | Page should have one primary H1 | 4 | https://devin.ai/security |
| notice | Meta description length should be reviewed | 248 | <https://devin.ai/blog/AI model> |
| notice | Meta description length should be reviewed | 184 | <https://devin.ai/blog/AI modelhaiku-5-5> |
| warning | Title length should be reviewed | 67 | https://devin.ai/blog/memory-and-dreaming |
| notice | Meta description length should be reviewed | 189 | https://devin.ai/blog/memory-and-dreaming |
| notice | Meta description length should be reviewed | 355 | <https://devin.ai/blog/AI model> |
| notice | Low visible word count | 118 | https://devin.ai/brand |
Crawled pages
| Status | Title | H1s | Words | Response | URL |
|---|---|---|---|---|---|
| 200 | Devin: the autonomous software engineer | 1 | 2032 | 559 ms | https://devin.ai/ |
| 200 | Customers \ | Devin | 0 | 832 | 558 ms |
| 200 | Plans and Pricing \ | Devin | 1 | 570 | 541 ms |
| 200 | Blog: Product Updates, News & Research \ | Devin | 1 | 701 | 529 ms |
| 200 | Get a Demo \ | Devin | 1 | 89 | 530 ms |
| 200 | Devin Cloud \ | Devin | 1 | 431 | 342 ms |
| 200 | Devin for Security \ | Devin | 4 | 1768 | 333 ms |
| 200 | Introducing Devin Oncall \ | Devin | 1 | 2415 | 960 ms |
| 200 | Devin in Pylon: Driving faster Median Time To Fix \ | Devin | 1 | 1281 | 958 ms |
| 200 | AI model Argon is now available in Devin \ | Devin | 1 | 453 | 426 ms |
| 200 | AI modelHaiku 5.5 is now available in Devin \ | Devin | 1 | 361 | 432 ms |
| 200 | Memory and dreaming: how Devin learns from working with you \ | Devin | 1 | 959 | 1,087 ms |
| 200 | AI model Sol is now available in Devin \ | Devin | 1 | 379 | 433 ms |
| 200 | Sign in with ChatGPT \ | Devin | 1 | 838 | 730 ms |
| 200 | Brand assets \ | Devin | 1 | 118 | 248 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 | 53.3% |
| search | 22.8% |
| search organic | 18.7% |
| search paid | 4.1% |
| social | 6.0% |
| social organic | 3.9% |
| social paid | 2.1% |
| referrals | 15.5% |
| paid referrals | 0.2% |
| 0.9% | |
| gen ai | 1.3% |
| 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 competitors by name. Evidence gaps include lack of detailed security certifications, uptime statistics, and independent review ratings. Open questions remain about the exact usage quotas for each plan and the full scope of enterprise features.
Sources, method, and limitations
Evidence inventory, collection method, provider use, and constraints.
This report is based on 15 collected pages from devin.ai, including the Devin Desktop product page, pricing page, customer case studies, and blog posts. Static and browser rendering rendering were used; external proof search was enabled but no verification requests were made. Limitations include reliance on vendor-published information and absence of third-party reviews or independent benchmarks.
- Official Websitehttps://devin.ai/desktopVerified
- Pricing Pagehttps://devin.ai/pricingVerified
- Pricing Pagehttps://devin.ai/blog/gpt-5-6-sol-price-dropVerified
- Pricing Pagehttps://devin.ai/blog/pricing-v2Verified
- Pricing Pagehttps://devin.ai/blog/pricing-windsurfVerified
- Pricing Pagehttps://devin.ai/blog/update-to-free-planVerified
- Pricing Pagehttps://devin.ai/blog/windsurf-pricing-plansVerified
- Official Websitehttps://devin.ai/blog/best-ai-product-listsVerified
- Official Websitehttps://devin.ai/blog/codeium-prototype-featuresVerified
- Official Websitehttps://devin.ai/blog/gartner-codeium-magic-quadrant-critical-capabilitiesVerified
- Official Websitehttps://devin.ai/blog/how-we-think-of-ai-product-developmentVerified
- Official Websitehttps://devin.ai/blog/windsurf-wave-8-cascade-customization-featuresVerified
- Official Websitehttps://devin.ai/blog/windsurf-wave-8-ux-features-and-pluginsVerified
- Official Websitehttps://devin.ai/customers/wpp-enterprise-solutionsVerified
- Official Websitehttps://devin.ai/blog/category/productVerified
- Articlehttps://devin.ai/customers/rampVerified
- Articlehttps://devin.ai/customersVerified
- Articlehttps://news.ycombinator.com/item?id=43990548Verified
- Articlehttps://news.ycombinator.com/item?id=42445300Verified
- Articlehttps://www.sitepoint.com/devin-ai-engineers-production-realities/Verified
- Articlehttps://news.ycombinator.com/item?id=44567221Verified
- Articlehttps://news.ycombinator.com/item?id=39679787Verified
