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CognitionAI Coding Agent

Devin

Cognition's autonomous coding agent. It takes a ticket or a Slack thread, works in its own cloud machine, and returns a pull request. A terminal CLI and pull request review come with it.

The 30-Second Take

Pick Devin if you have a backlog of scoped tickets that tests or CI can check.

Each ticket runs alone on a cloud machine and comes back as a pull request, with nobody steering it in between. Citi and Goldman Sachs keep it on bounded, repeatable work beside Copilot.

Best fit
Teams with a backlog of well-defined tickets, bug reports and migrations that tests or CI can check.
Main constraint
Each repository needs a working environment, and usage grows with task size, so bigger tasks cost more.
First move
Set up one repository's environment and a session spending limit before the first ticket.

Why

Watch the task size: Answer.AI's month with Devin ended at 3 successes in 20 tasks. Each repository needs a working environment, and usage is metered by the work Devin does.

Practitioner sentiment, leaders and teams+39 Positive

23 practitioners, 84 sources reviewed, Updated Nov 1, 2026How this is measured

Read the GILD Review
Save a product your organization uses.Keep up with Devin without adding it to your stack.Visit Website
Operating stack
Agentic Software Development

Comparisons

How does Devin compare with the alternatives?

See all 6 comparisons

  1. Devin vs GitHub Copilot

    • AI Coding Agents

    Choose Copilot's cloud agent for code on GitHub, billed in GitHub AI Credits. Choose Devin when repositories also live on GitLab, Bitbucket, or Azure DevOps, with spend in Devin's own quota and credits.

  2. Devin vs Claude Code

    • AI Coding Agents

    Choose Devin to delegate: a task arrives through Slack, Linear, or GitHub and comes back as a pull request. Choose Claude Code when engineers steer from the terminal or IDE through permission prompts, with cloud sessions alongside.

  3. Devin vs Codex

    • AI Coding Agents

    Codex is included in ChatGPT plans, while Devin sells its own seats and credits, and its self-serve plans can bill GPT model usage to a linked ChatGPT Go, Plus, or Pro subscription. Compare them on where tasks start and how the pull requests get reviewed.

Operator Insights

What are engineering leaders learning from deploying Devin?

See all 10 operator accounts

Buying and deployment

What engineering leaders should verify before a broader rollout.

Sourced from Devin documentation

How you buy it

US$40

Per full seat per month on Teams, with a US$80 minimum. Pro is US$20 for one user.

Source 1, Cognition, Self-serve plans: Self-serve plans

Details

Free US$0. Pro US$20 or Max US$200 per month for one user. Teams US$40 per full seat per month with a US$80 monthly minimum and free flex seats, up to 200 users. Enterprise is a custom contract billed in ACUs.

Cost drivers

Daily and weekly quotas

Past them, prepaid credits that roll over. Idle sessions sleep after 30 minutes.

Source 1, Cognition, Self-serve plans: Self-serve plansSource 2, Cognition, Usage: Usage

Details

Paid plans include daily and weekly quotas. Work beyond them draws on prepaid on-demand credits that roll over. Usage accrues with the actions Devin takes and its machine time, and a session sleeps after 30 idle minutes, using nothing while asleep.

Where it runs

Cognition's cloud

Start sessions from the web, Slack, Teams, Linear, Jira or GitHub. Outposts is on Pro, Max and Teams.

Source 3, Cognition, Enterprise deployment: Enterprise deploymentSource 6, docs.devin.ai, Integrations: IntegrationsSource 7, docs.devin.ai, Devin CLI: Devin CLISource 5, docs.devin.ai, Outposts: Outposts

Details

Cloud sessions on Cognition-hosted machines, started from the web app, Slack, Microsoft Teams, Linear, Jira, GitHub, or the API. Devin CLI runs locally. Self-hosted Outposts workers are available on Pro, Max, and Teams, and, off by default, on Dedicated Tenant deployments; Enterprise adds a single-tenant VPC.

What to verify

Training opt-out

Cognition may train on self-serve data until a paid-plan admin opts out.

Source 4, Cognition, Security at Cognition: Security at CognitionSource 8, Cognition, GitHub integration: GitHub integrationSource 3, Cognition, Enterprise deployment: Enterprise deployment

Details

On self-serve plans Cognition uses your data for model training by default until a paid-plan admin opts out. The GitHub app reaches the repositories selected when it is installed. SAML or OIDC SSO is set up for enterprise deployments.

Signals

What is the current evidence saying about Devin?

What engineering leaders, teams, and individual builders report publicly about Devin, with every finding linked to its sources.

Whose sources count

Practitioner sentiment, leaders and teams

+39 Positive net

of 24 sources that take a side, each author counted once. Small sample.

How this figure is made

3 more state no overall view and cast no vote.

Current sentiment

Positive, mixed and negative sources

The score counts them as 13 positive, 6 mixed and 4 negative votes, one per author.

Leader and team accounts lean positive. All 11 that discuss codebase understanding praise it, as do all 8 discussing ticket delegation. Review is their most frequent concern. 7 of the 8 who discuss it say Devin's pull requests need heavy review, and they split 4 to 3 on whether Devin saves time once review is counted.

Use a task pilot to measure accepted work and review time.

Evidence field. All 84 sources, one mark each.

Arrange by

Each mark is one source: positive, mixed, negative, no opinion stated, or documentation (not counted).

By sentiment, Engineering leaders and teams. Every source GILD read, grouped as the field draws it.
GroupSourcesPositiveMixedNegativeNo opinion stated and not counted in the scoreDocumentation, checked and not counted
Positive13130000
Mixed707000
Negative400400
Not counted400040
Documentation21000021
Outside this group35179900
Every source GILD read, by the quarter it was published, as the field's time axis counts it. Documentation is dated by the day it was checked.
QuarterSources
Q1 202513
Q2 20258
Q3 202513
Q4 20252
Q1 20268
Q2 20263
Q3 202614
Q4 20262
Documentation, checked21

By sentiment

21 documentation pages check facts and are not counted; 35 sit outside this group.

Hover a mark for a quick look, click it or press Enter to open its source.Tap a mark to open its source, then step to its neighbors with Previous and Next.

What practitioners praise

Top praise of 5. Each mark is a source on it; filled marks praise it.

  1. Codebase understandingAll 11 sources on it praise it

Most common concerns

Top concern of 2. Each mark is a source on it; filled marks raise it.

  1. Requires strong review7 of 8 sources on it raise it as a concern
All 84 sources behind these findings
  1. [Windows] devin.exe acp child leaks committed memory until system commit is exhausted (65.7 GB observed)aimkiray, GitHub user (self-described: Long-lived local Devin CLI sessions on a 32 GB Windows 11 workstation), GitHub issue on CognitionAI/devin-cli, published Oct 21, 2026
  2. Living Evals: an eval suite that grows from productionBrian Xu, engineer on the Agents team at Rox (Rox engineering team, revenue agent product; post published in partnership with Cognition and Braintrust), Company engineering blog post, Rox, published Oct 14, 2026
  3. Introducing DevinCognition (Official), Product documentation, checked Oct 12, 2026
  4. When to use DevinCognition (Official), Product documentation, checked Oct 12, 2026
  5. Instructing Devin effectivelyCognition (Official), Product documentation, checked Oct 12, 2026
  6. Best practicesCognition (Official), Product documentation, checked Oct 12, 2026
  7. Environment setupCognition (Official), Product documentation, checked Oct 12, 2026
  8. SkillsCognition (Official), Product documentation, checked Oct 12, 2026
  9. KnowledgeCognition (Official), Product documentation, checked Oct 12, 2026
  10. AGENTS.md filesCognition (Official), Product documentation, checked Oct 12, 2026
  11. Advanced capabilitiesCognition (Official), Product documentation, checked Oct 12, 2026
  12. Session InsightsCognition (Official), Product documentation, checked Oct 12, 2026
  13. Self-serve plansCognition (Official), Product documentation, checked Oct 12, 2026
  14. UsageCognition (Official), Product documentation, checked Oct 12, 2026
  15. Enterprise billingCognition (Official), Product documentation, checked Oct 12, 2026
  16. Usage policiesCognition (Official), Product documentation, checked Oct 12, 2026
  17. Security at CognitionCognition (Official), Product documentation, checked Oct 12, 2026
  18. Security profilesCognition (Official), Product documentation, checked Oct 12, 2026
  19. GitHub integrationCognition (Official), Product documentation, checked Oct 12, 2026
  20. SlackCognition (Official), Product documentation, checked Oct 12, 2026
  21. LinearCognition (Official), Product documentation, checked Oct 12, 2026
  22. Devin ReviewCognition (Official), Product documentation, checked Oct 12, 2026
  23. Enterprise deploymentCognition (Official), Product documentation, checked Oct 12, 2026
  24. TUI re-emits entire transcript (~700KB) + ED3 on every SIGWINCH, unusable over mobile SSH/tmuxSogl, GitHub user (self-described: Runs Devin CLI remotely from an Android phone over SSH and tmux; session of about 1,500 messages), GitHub issue on CognitionAI/devin-cli, published Sep 27, 2026
  25. Devin AI & SWE-2 First ImpressionsCatalin Pit, Developer (tested on Documenso work) (self-described: About one week of use on Documenso tasks; Max plan received free through a giveaway), Personal blog post, catalins.tech, published Sep 22, 2026
  26. A Competitive Differentiator: David Griffiths on Building the World's Most AI-empowered Financial InstitutionDavid Griffiths, Group Head of AI at Citi (Global bank; firmwide AI platform team serving employees in more than 87 countries and jurisdictions), Company perspectives article, Citi, published Sep 22, 2026
  27. Comment on: Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-AstraInsideOutSanta, Hacker News commenter, self-described, Hacker News comment, published Sep 16, 2026
  28. SWE-2 verbatim repetition loops on long agentic trajectories (native Devin CLI)future3OOO, GitHub user (self-described: Multi-hour Devin CLI task on the sqlite-utils Python repository, about 220 tool calls), GitHub issue on CognitionAI/devin-cli, published Sep 12, 2026
  29. Comment on: Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astrafishtoaster, Hacker News commenter (self-described: Evaluating cloud coding agents), Hacker News comment, published Sep 11, 2026
  30. Comment on: Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astrarandomblock1, Hacker News commenter, self-described, Hacker News comment, published Sep 10, 2026
  31. Comment on: Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astrachris_st, Hacker News commenter, self-described, Hacker News comment, published Sep 10, 2026
  32. Comment on: Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astrahightrix, Hacker News commenter (self-described: Company with a number of Devin seats on an enterprise plan, used for about 9 months), Hacker News comment, published Sep 10, 2026
  33. Comment on: Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astraklardotsh, Hacker News commenter, self-described, Hacker News comment, published Sep 10, 2026
  34. Comment on: Cognition launches new SWE-2 model, Rivaling Fable 5.1 and GPT-Astradeet, Hacker News commenter (self-described: Team using Devin heavily as a team-managed agent), Hacker News comment, published Sep 10, 2026
  35. Comment on: Where did Devin go? What does it say about the future of AI dev tools?ebilly, Reddit user in r/ChatGPTCoding, self-described, Reddit comment, published Aug 24, 2026
  36. How I manage 15 AI agents 24/7 as a solo founder | Ryan CarsonRyan Carson, Solo founder of Untangle, a B2B SaaS platform for family law firms (self-described: Solo founder running many concurrent Devin threads for features, bugs, investor updates and customer triage), Podcast episode, How I AI (YouTube), published Aug 24, 2026
  37. Code review bottlenecks: How we hill climbed our way to higher PR throughputJohn Wang, Co-Founder and CTO at Assembled (Assembled, a customer support software company; engineers and non-engineers ship through coding agents and an in-house auto-reviewer), Company blog post, Assembled, published Aug 7, 2026
  38. Devin AI Has Come a Long WayZachary Proser, Applied AI at WorkOS (self-described: WorkOS engineering team using Devin in Slack; also personal blog repos), Personal blog post, zackproser.com, published May 24, 2026
  39. Comment on: Launch HN: Twill.ai (YC S25) - Delegate to cloud agents, get back PRscocoflunchy, Hacker News commenter (self-described: Company evaluating cloud agents to let anyone in the company fix things in the product), Hacker News comment, published Apr 11, 2026
  40. Enabling AI usage at Mercari with Secure Devin ManagementHiroki Akamatsu (@hi120ki), AI Security engineer at Mercari (self-described: Mercari, Devin Enterprise with separate Organizations per team across multiple business domains), Engineering blog post, Mercari Engineering blog, published Apr 3, 2026
  41. Comment on: Show HN: An Occam to Go transpiler (LLM-generated)Rochus, Hacker News commenter (self-described: Compiler work; existing Oberon parser and AST implemented in C++), Hacker News comment, published Feb 26, 2026
  42. Comment on: Theres no mainstream AI coding tool?mneil, Hacker News commenter, self-described, Hacker News comment, published Feb 19, 2026
  43. Using Devin AI Daily for 6 Months: What Actually ChangedPrashant Naikar, Developer at a startup acquired by a UK company (self-described: Company-wide AI push after acquisition; manager gave Devin access to two developers), Personal blog post, Medium, published Feb 6, 2026
  44. Comment on: Someone uses Devin AIFit_Sprinkles_8649, Reddit user in r/programming (self-described: Company team, two-month trial), Reddit comment, published Feb 2, 2026
  45. Comment on: Where did Devin go? What does it say about the future of AI dev tools?Global-Molasses2695, Reddit user in r/ChatGPTCoding (self-described: Buyer evaluation for a regulated environment), Reddit comment, published Jan 30, 2026
  46. Comment on: Devin Review: AI to Stop Slopjoshgachnang, Hacker News commenter (self-described: Team codebase with its own review rules; using Devin for features and review), Hacker News comment, published Jan 21, 2026
  47. Comment on: Devin Review: AI to Stop Slopsamyok, Hacker News commenter, self-described, Hacker News comment, published Jan 21, 2026
  48. Comment on: Why we built our own background agentcloudking, Hacker News commenter (self-described: Team using Devin as its background agent), Hacker News comment, published Jan 14, 2026
  49. Rapid web app development with Devin - A Developer's PerspectiveJames Camilleri, Developer at Scott Logic with more than 15 years of experience (Scott Logic, a carbon-emissions calculator web app built in seven days), Engineering blog post, Scott Logic blog, published Oct 20, 2025
  50. How to PM Production Changes with Devin: Tutorial From Gumroad CEO, Sahil LavingiaSahil Lavingia, CEO of Gumroad, interviewed by Aakash Gupta (Gumroad, a US$10M ARR company with one employee; Devin connected to Slack and the codebase), Podcast episode show notes, The Growth Podcast (Product Growth), published Oct 19, 2025
  51. How Eight Sleep Uses Devin as a Data AnalystEight Sleep data team (Editorial byline) (self-described: Eight Sleep small data team; dbt, Snowflake, Looker, Amplitude; Devin used as a data analyst, not for app code), Company blog post, Eight Sleep blog, published Sep 4, 2025
  52. Comment on: Don't Build Multi-Agentsnextworddev, Hacker News commenter, self-described, Hacker News comment, published Sep 1, 2025
  53. Comment on: DeepWiki: Understand Any Codebasenikisweeting, Engineer at browser-use (self-described: browser-use, refactor of a large codebase from Playwright to CDP), Hacker News comment, published Aug 26, 2025
  54. Comment on: DeepWiki: Understand Any Codebasefergie, Open source library maintainer (self-described: DeepWiki pages for their own libraries), Hacker News comment, published Aug 26, 2025
  55. Comment on: DeepWiki: Understand Any Codebasejcranmer, Hacker News commenter (self-described: Checked DeepWiki's pages for the LLVM project), Hacker News comment, published Aug 25, 2025
  56. Copilot, Cursor, or Devin? My Hands-On Weekend with AI That Codes and DeploysSambhav Gaur, Developer (self-described: Solo weekend project from an empty GitHub repo), Personal blog post, Medium, published Aug 13, 2025
  57. American Banker: Goldman Sachs staff now write a million gen AI prompts a monthMarco Argenti, Chief Information Officer, Goldman Sachs (self-described: Goldman Sachs developer teams), News report quoting the CIO, published Jul 25, 2025
  58. Successfully coding with AI in large enterprises: Centralized rules, workflows for tech debt, & moreZach Davis, Director of engineering at LaunchDarkly (self-described: LaunchDarkly, 100-plus-person engineering team working in a large, roughly 10-year-old monorepo), Podcast episode, How I AI (YouTube), published Jul 21, 2025
  59. Comment on: Cognition (Devin AI) to Acquire Windsurfgreenhat76, Hacker News commenter (self-described: Early access tester), Hacker News comment, published Jul 15, 2025
  60. Comment on: Cognition (Devin AI) to Acquire Windsurfrock_hard, Hacker News commenter, self-described, Hacker News comment, published Jul 14, 2025
  61. American Banker: Citi is rolling out agentic AI to its 40,000 developersDavid Griffiths, Chief Technology Officer, Citi (self-described: Citi, 40,000 developers), News report quoting the CTO, published Jul 14, 2025
  62. I Spent US$10K+ to Test Every AI Coding Agent (Augment, Claude, Cursor, Devin, OpenAI)Parker Rex, Independent developer and technology video creator ("I build software and share what I'm learning") (self-described: Solo build of a community platform in about 11 days, comparing several coding agents), Video, YouTube, published Jul 6, 2025
  63. How Devin AI Manages Unplanned Customer RequestsYandry Perez Clemente, Senior software engineer at Faros (self-described: Faros; unplanned customer request routed from customer success (SonarQube API integration)), Company blog post, Faros AI blog, published Jul 3, 2025
  64. AI Workflows for Docs: Putting Devin to WorkDaniel Price, docs team at Neon (Neon docs team; docs repo, changelogs and small Neon Console UI fixes), Company blog post, Neon, published Jun 23, 2025
  65. Transcript: 'How Two Engineers Ship Like a Team of 15 With AI Agents'Kieran Klaassen, GM of Cora at Every (Two-engineer team building Every's Cora email assistant with several coding agents), Podcast transcript, AI & I (Every), published Jun 11, 2025
  66. The Agent-Native CompanyRick Blalock, co-founder at Agentuity (Agentuity, an early-stage agent cloud startup of six or seven people), Conference talk page with transcript, AI Engineer World's Fair 2025, published Jun 3, 2025
  67. Comment on: Type-constrained code generation with language modelsint19h, Hacker News commenter (self-described: Using Devin for TypeScript and Python), Hacker News comment, published May 14, 2025
  68. Comment on: DeepWiki - Which repo would you like to understand?PeterCorless, Hacker News commenter (self-described: Questions about the Apache Pinot codebase on DeepWiki), Hacker News comment, published Apr 25, 2025
  69. Gumroad CEO's playbook to 40x his team's productivity with v0, Cursor, and Devin | Sahil LavingiaSahil Lavingia, CEO and founder of Gumroad (self-described: Gumroad engineering team; episode description says AI agents write 41% of code commits), Podcast episode, How I AI (YouTube), published Apr 22, 2025
  70. Comment on: Vibe Coding is not an excuse for low-quality workparadite, Developer who builds their own AI coding and eval tools (self-described: Web development and JavaScript on several large codebases), Hacker News comment, published Apr 20, 2025
  71. Comment on: Devin Roasts Manus AI. I Ran Some Tests to See If It's Truealpsencer, Researcher on LLM software-engineering agents and early Devin beta tester (self-described: Weekend comparison of Devin and Manus on four tasks), Hacker News comment, published Apr 2, 2025
  72. Comment on: What happened to Devin?paradite, Reddit user in r/ChatGPTCoding, self-described, Reddit comment, published Mar 16, 2025
  73. Comment on: What happened to Devin?frivolousfidget, Reddit user in r/ChatGPTCoding, self-described, Reddit comment, published Mar 15, 2025
  74. Devin AI review | The first autonomous AI coding agent?Lesly Acuña, Software Engineer at Qubika (Qubika, a software services firm; a deals feature for a client's NestJS and TypeORM CRM), Company engineering blog post, Qubika blog, published Mar 13, 2025
  75. Real Game Dev Reviews Game By Devin.aiCasey Muratori, game developer reviewing the code, with ThePrimeagen running the Devin experiment (self-described: Browser game built by Devin from Twitch chat prompts, about 126 merged PRs over roughly eight hours), Video, YouTube (The PrimeTime), published Feb 24, 2025
  76. Comment on: The Generative AI ConAncapistani, Hacker News commenter (self-described: Works mainly on a five-year-old Django app of about twenty apps; about a dozen of the company's projects share a Docker-based repository), Hacker News comment, published Feb 19, 2025
  77. A Real-World Coding Story: Devin AI as My Co-PilotPratik Patel, Developer (self-described: Backend microservice in their team's repo; one API endpoint task), Personal blog post, DEV Community (originally published at pratik.pa.tel), published Feb 14, 2025
  78. One month of using DevinVikram Sreekanti and Joseph E. Gonzalez, RunLLM (self-described: RunLLM, a startup codebase (frontend and Python backend); tested over the holidays), Newsletter, The AI Frontier (Substack), published Jan 23, 2025
  79. Comment on: Thoughts on a month with Devintlarkworthy, Hacker News commenter (self-described: Trial of Devin including its Slack interface; author plans to recommend canceling), Hacker News comment, published Jan 17, 2025
  80. Comment on: Thoughts on a month with Devinrfoo, Hacker News commenter, self-described, Hacker News comment, published Jan 17, 2025
  81. Comment on: We tried hard to make Devin work for us, But it didn'tsteve_avery, Hacker News commenter (self-described: Team using Devin; author reviewing a Devin PR), Hacker News comment, published Jan 17, 2025
  82. We tried really really hard to make Devin (the coding agent) work for usJeremy Howard, founding CEO at Answer.AI (Answer.AI, a small AI research and development lab that builds its own developer tools), X post, published Jan 17, 2025
  83. Devin - First ImpressionsZhu Liang, Developer of 16x Prompt (uses Devin on their own product repos) (self-described: Solo, own repos including the 16x Prompt website), Newsletter, The Ground Truth (Substack), published Jan 16, 2025
  84. Thoughts On A Month With DevinHamel Husain, Isaac Flath, and Johno Whitaker, Answer.AI (self-described: Answer.AI, a team that routinely experiments with AI developer tools; month-long test on real projects), Company blog post, Answer.AI blog, published Jan 8, 2025

Jan 2025 to Oct 2026.

63 sources from practitioners, by month and sentiment.

The full readExplore all Devin Signals5 praise themes, 6 concerns, 4 points of agreement and 3 disagreements across all three groups, with all 84 sources open to inspect.

Where It Fits

Where does Devin belong in the stack?

Open Where It Fits: the Stack Field and the full map

Devin is Core across Build, supports Plan and Validate, and touches Ship and Operate.

Business area
Product & Engineering
Function
Software Development
Operating stack
Agentic Software Development
Primary role
Autonomous Cloud Coding Agent
Devin beside the rest of its stackThe Stack Field, every product on every layer
FootprintDevin across the Agentic Software Development stack. Bar height is its role on each layer.

  1. Plan

    1. Work planning: Supports

      Work planning, supports. Ask Devin scopes work against the codebase and Devin can plan Linear or Jira tickets, but the ticket system stays the planning record.

  2. Build

    1. Codebase context: Supports

      Codebase context, supports. DeepWiki and Ask Devin index connected repositories for code questions, and Skills and AGENTS.md files give sessions team context.

    2. Coding: Core

      Coding, core. This is Devin's primary role. It writes and changes code for a delegated task and opens a pull request for human review.

    3. Agent runtime: Supports

      Agent runtime, supports. Each session runs on a Cognition-hosted machine. Engineers can watch or take over its shell, IDE, and browser. The desktop editor is Devin Desktop, formerly Windsurf.

    4. Tool execution: Core

      Tool execution, core. Devin runs commands, browses, and calls MCP servers inside its session. Work starts from Slack, Microsoft Teams, Linear, Jira, GitHub comments, or its API.

  3. Validate

    1. Debugging: Supports

      Debugging, supports. Devin reproduces and fixes bugs reported in Slack threads or tickets, and can triage incoming bugs in a Slack channel.

    2. Testing: Supports

      Testing, supports. Devin writes and runs tests and can launch the app in its browser to check its own change. It does not replace your test infrastructure.

    3. Code review: Supports

      Code review, supports. Devin Review organizes pull request diffs and flags likely bugs, while merge approval stays with the engineering team.

    4. Application security: Supports

      Application security, supports. Security Swarm scans repositories and validates findings before opening fix pull requests. Devin is not the team's application-security platform of record.

  4. Ship

    1. Source control: Touches

      Source control, touches. Devin opens pull requests on GitHub, GitLab, Bitbucket, and Azure DevOps and follows their branch protections. The hosts remain the source-control system.

    2. CI/CD: Touches

      CI/CD, touches. Devin reads CI results and can iterate on failures, while delivery pipelines stay in your CI/CD platform.

  5. Operate

    1. Observability: Touches

      Observability, touches. Devin Oncall, generally available since Oct 15, 2026, investigates alerts from Slack, Microsoft Teams, or PagerDuty and can open a fix pull request; Devin provides no monitoring of its own. Cognition reports 100% on the SREGym benchmark, a vendor result.

Market mapThe layers Devin covers, and who else owns each one.

  1. Coding & implementation

    CoreBuild

  2. Tool execution & integrations

    CoreBuild

  3. Work planning & task decomposition

    SupportsPlan

  4. Codebase context & intelligence

    SupportsBuild

  5. Agent interface & developer runtime

    SupportsBuild

7 more layers on the full map. Core, Supports and Touches describe coverage. They say nothing about quality.

More on Devin

  1. GILD ReviewGILD's evaluation, with the buying facts
  2. Research3 pieces
  3. Guides4 guides
  4. Operator Insights10 operator accounts
  5. Where It FitsOn the Agentic Software Development stack
  6. Related Products8 products