1. [Home](https://www.g2.com/) 2. ... 3. [Software Development Analytics Tools](https://www.g2.com/categories/software-development-analytics-tools) 4. [Swarmia Discussions](https://www.g2.com/products/swarmia/discuss) [ ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/large_detail/large_detail_733b069e6c2aeb9f529c43b806f9d361/swarmia.gif "Product Avatar Image") ![Reward for good Swarmia reviews](https://images.g2crowd.com/uploads/report_medal_translation/image/39122/medal.svg "Reward for good Swarmia reviews") ](/products/swarmia/reviews) [ Swarmia ](/products/swarmia/reviews) (321)4.4/5 Swarmia is the software engineering intelligence platform that gives product and engineering leaders one place to see how their teams work, how they feel, and where the investment goes — and the tools to act on what they find. The platform is trusted by industry-leading companies of all sizes, including Lovable, Honeycomb, Engine, Bolt, and Miro. You’d never run production without monitoring. But for years, plenty of organizations ran engineering on gut feel and a few good-enough dashboards. That worked when you could keep the whole picture in your head. When AI tools are writing code faster than anyone can track by intuition, it doesn’t anymore. Swarmia brings four things together on one org structure and one data model: engineering metrics, AI adoption and impact, developer experience surveys, and software capitalization. One source of truth instead of a productivity tool, a survey tool, and a capitalization spreadsheet that never talk to each other. Most teams have rolled out Copilot, Cursor, Codex, and Claude Code, but far fewer can say what they’re getting for it. Swarmia brings every AI tool into one view — who has access, who’s using it and how, and what it costs — so you can spot unused licenses, find the teams getting real value, and connect AI spend to the work it supported. Adoption is only half the story, though. Swarmia also measures how effectively your teams turn ideas into working software with research-backed metrics, including DORA. Working agreements, automated signals, and Slack and Teams notifications turn metrics into real behavior change — not dashboards nobody checks. From there, Swarmia keeps a clear line from effort to value. You can see where engineering time is actually going, and whether your biggest projects are on track early enough to do something about it. It also makes software capitalization a few clicks instead of a quarterly fire drill, with audit-ready reports in minutes and an FTE model defensible enough for Big Four auditors. And because numbers don't tell you what it's like to work in your organization, developer experience surveys ask the questions only engineers can answer, then hand back a heatmap by team and a prioritized action plan. We believe engineering improvement happens when you fix the system people work in, not when you measure individuals harder. Most tools in this space are built top-down, for leadership reporting. Swarmia’s roots are in helping teams get better, so it's built for the people doing the work as much as the people reporting on it. Because it's transparent by design — most of the data is visible to everyone, from ICs to the CTO — engineers see it as a tool to improve their own work, not a way to be watched. The result is cross-domain insights no single-purpose tool can offer, on one platform with one setup. Your gut feeling had a good run. Swarmia is engineering intelligence you can trust. Show More * * * ### 26 Discussions ### 26 Participants ### 59.0 Nps Score Already have Swarmia? ### All Swarmia Discussions Search Most CommentedMost HelpfulCommon QuestionsNewest All DiscussionsDiscussions with CommentsCommon QuestionsDiscussions without Comments FilterFilter Filter byExpand/Collapse Sort by Most Commented Most Helpful Common Questions Newest Filter by All Discussions Discussions with Comments Common Questions Discussions without Comments ![Pinned by G2 as a common question](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Pinned by G2 as a common question") G2 Pinned by G2 as a common question • about 3 years ago More Options - [ # What is Swarmia used for? ](/discussions/what-is-swarmia-used-for) What is Swarmia used for? 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