For years, engineering leaders got by on proxies: commit counts, story points, and a gut feeling about which teams were healthy. In the AI era, those proxies break. Every org is now running two to four AI coding tools with no shared view of adoption, impact, or cost. More work happens without a ticket attached to it. And the data that could tell you what’s going on is scattered across four systems that don’t talk to each other.
The answer isn’t one more dashboard. It’s a shared picture. “Developer productivity” means something different to everyone — delivery speed to the VP of Engineering, technical debt to the CTO, cost per feature to the CFO. Engineering intelligence connects how work flows, how engineers experience their work, what AI is changing, and where the money goes — so everyone is looking at the same reality.



Trust is something the data has to earn. Swarmia updates in real time instead of on a day-long lag, so what you see is what’s happening. The FTE-based effort model behind capitalization has been validated against traditional time tracking, and capitalization reports are SOC 1 audited and accepted by Big Four auditors. When someone asks where a number came from, you can trace it down to the individual commit.
Most tools stop at showing you a number. Swarmia connects system metrics, developer feedback from surveys, AI data, and financial reporting in one place, and gives teams the feedback loops to act on what they see.
Swarmia is built around system-level insight and feedback, not individual monitoring. The teams that get the most from it are the ones using it themselves to improve, not the ones being watched.
Swarmia connects AI tool usage to how work flows through your system, so you can see whether adoption is changing delivery, not just whether people installed the tool.
No, although most of our customers do. You can start with a single module and expand when it makes sense. Most teams grow into the Standard or Enterprise plans once they’ve seen the value.
Yes. Swarmia is SOC 2 compliant, capitalization reports are SOC 1 audited, and your data is handled to recognized security standards. We’ve never failed a security audit. If you’d like us to complete a security questionnaire, just get in touch with your account team.
