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Meet your always-on engineering analyst

Swarmia AI takes on the work of analyzing your engineering data, freeing you up to act on what you find.
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Go from question to action faster

Ask about anything in your engineering organization and get answers that explain what’s happening, why, and where to look next.
Find the root cause behind trends
When you notice a spike or a dip, Swarmia AI digs into the relevant data and helps you understand why.
Turn survey results into next steps
Get a breakdown of both survey ratings and open-ended comments, with a prioritized action plan you can share with your team.
Prep for performance reviews
Understand contributions, activity patterns, and trends for better 1:1s and performance conversations.
Run better retrospectives
Generate a summary of what shipped, what slipped, and where work got stuck.
Track new hire ramp-up
Create onboarding reports for new engineers, with metrics like time to first and tenth PR.
“That’s the biggest impact Swarmia has had for us — looking at our fundamentals and making sure the foundation was rock solid before we built an AI house on top of it.”
John Harbison
Head of Product Engineering

Three ways to use Swarmia AI

Ask questions, build reports, and bring your data into the tools you already use.
Chat with your data
Ask about trends, teams, blockers, or anything else. Every answer is grounded in your organization’s real data, with enough context to act on it.
Build and share reports
Take any chat response and turn it into a custom report. Refine it in the explore view, share it with your team, and export it wherever it needs to go.
Take it where you work
The Swarmia MCP server brings your engineering data into your AI tools, so the answers you need are right where you’re already working.

Built on a complete model of your engineering organization

Swarmia’s effort model connects data from your codebase, issue tracker, AI tools, and HR system into a structured model that reflects how your engineering org actually works.
See all integrations→
Integration diagram showing data sources connecting to Swarmia
What’s your engineering data
trying to tell you?
There’s only one way to find out.
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