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One reliable view of your engineering and AI investment

Your engineering teams, your software delivery, and your AI ROI in a single place. Accurate enough to take to the board, actionable enough to share with the teams.
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trusted by great software organizations
from startup to enterprise
Miro
Supabase
Bolt
Honeycomb
Parloa
Matillion
Lovable
TrueLayer
Aiven
Cleo
Trustpilot
Staffbase

What are we getting for our engineering spend?

Engineering is a major investment, and AI tools have added a new line to it. Leadership wants to know which work that money funds, how much goes to new product versus keeping the lights on, and whether the AI spend changed anything.


Most enterprises piece together an answer from scattered metrics, tool usage reports, and a spreadsheet that’s out of date by the time it reaches leadership.


Swarmia answers it automatically from the data your teams already produce. Every pull request and issue lands in an investment category, so you can see where time goes by team and initiative, what AI is changing, and how much of the cost you can capitalize.

“What I like about Swarmia is that all you have to do is connect it to your existing tools and then you get a whole bunch of information — without having to change your process or go through hours of consulting to make sure that the labels on the tickets are just right.”
Egan Royal
SVP of Engineering at Engine

Engineering intelligence you can trust

What separates a platform enterprises rely on is whether the data holds up under scrutiny, reflects how your organization really works, and can still answer the question nobody planned for.

Numbers that survive
difficult questions

Any tool can draw a convincing trend line. The real test is what happens when you put it in front of your VP and someone asks where the numbers came from.

Swarmia shows the work behind every metric. You can move from a company-wide view down to a single team, a single project, or a single pull request, and see exactly what the figure consists of.

Opinionated where it counts

A blank canvas feels safe, until you realize every team fills it in differently and you’re back to comparing things that don’t compare.

Swarmia takes a position. It comes with strong defaults for what “good” looks like, drawn from working with thousands of engineering organizations. You keep full control to adjust categories and definitions to your organization, with as much or as little help from the Swarmia customer success team as you need.

Flexible when you need it

No engineering leader can predict every question the board, a new VP, or a curious team lead will ask next quarter. Waiting on someone to build a dashboard for it defeats the point of having the data in the first place.

Ask Swarmia AI in plain language and get an answer, plus a clear recommendation on what to focus on next. Connect Claude or another AI assistant to your data through Swarmia’s MCP server, or export everything straight to your data warehouse, so you can dig as deep as any question requires.
“Like many other tech companies, we now operate with more constraints. We need to make engineering really count and choose what we invest in more carefully. Swarmia gives us visibility into where teams are spending their time and whether they’re struggling somehow.”
Luca Martinetti
CTO at TrueLayer

The capabilities our enterprise customers love most

These are the features large engineering organizations lean on the hardest, and the ones that matter most when there are hundreds of teams to keep track of.
Measure the impact of AI tools→
Get clarity on which AI tools are driving real productivity gains across your organization — and which aren’t.
Automate software capitalization→
Turn engineering work into audit-ready CapEx reports without asking developers to log a single hour.
Deliver cross-team initiatives→
Track large, cross-team programs, surface risks early, and keep stakeholders across the org in the loop.
See what one source of truth looks like for your organization
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Enterprise-grade features meet lightweight setup

Swarmia combines the best of both worlds: security, access control, and APIs that meet enterprise expectations with fast, AI-assisted configuration.
Built to scale
Team hierarchies, multiple SSO providers, access controls that fit how your organization works, an on-prem agent, and an export API. Swarmia fits the needs of large organizations.
Works with your tools→
Swarmia works with your internal systems as well as the tools your engineering teams already use.
Automatic configuration
Setting up Swarmia is easy. Swarmia AI does most of the work and the customer success team will help you with the rest.
Roll out at your own pace
Your dedicated customer success manager will work with your team to tailor onboarding and roll out.
Designed security-first→
Swarmia is SOC 2 Type 2 audited, and our software capitalization reporting is SOC 1 Type 1 audited. We run external penetration tests every year and review security internally twice a year.

A Leader in the first Gartner® Magic Quadrant™ for the category

In 2026, Gartner published its first-ever Magic Quadrant for Developer Productivity Insight Platforms, and Swarmia was named as a Leader.† Until then, Gartner had covered this space in a Market Guide, a format reserved for earlier-stage categories.


The move signals that engineering intelligence has become a strategic priority for software organizations, not a nice-to-have. Read more about the report.

You’re in great company

“Swarmia offers visibility to different metrics for people in different roles. For individual contributors you get insights about your code, for teams you get information about how you are performing and how you are living according to your team agreements, and for management overall insights about how the whole development organization is doing.”

Verified User

IT Services
“Swarmia offers easy and flexible onboarding. The same flexibility is used across the whole software.”

Verified User

Media
“Swarmia has been an absolute game-changer for me and my team on collaboration and code management. It has provided us with the much-needed clarity and insights into our work, helping us identify areas that require attention.”

Verified User

Software
“We've been really happy with Swarmia. It gives the much needed visibility for developers to see their own development metrics.”

Verified User

Travel & Hospitality
“I am exceptionally happy with the decision to bring in the use of Swarmia as part of the product team’s development tools. Swarmia has enabled the team to make appropriate changes to increase development speed, based on the data of our earlier performance.”

Verified User

Software
“I can highly recommend Swarmia. The tool was really easy to deploy, and it provides a lot of good insights. Also, our developers love the Slack integration.”

Verified User

Software
Frequently asked questions
How do I get started?

The fastest path is a demo. Book a tour with one of our product experts and they’ll walk your team through the product, answer your questions, and shape a trial or POC around your organization.

Want to explore on your own first? Start a free 14-day trial. Alternatively, you can ask our account team for access to the sandbox environment.

How long does it take to set up Swarmia?

Days, not quarters. Swarmia figures out most of the configuration automatically, so there’s no months-long implementation before your first useful number. You can set it up yourself or lean on our customer success team.

The main steps:

  • Connect GitHub or GitLab. Once you’ve picked your repositories, importing historical data takes a few hours — up to 24 hours for very large organizations.
  • Connect Jira, Linear, Shortcut, or Azure Boards. Historical import runs on the same timeline.
  • Set up your organization and teams. Team membership can sync automatically from GitHub or your HR system.
  • Configure investment categories with simple rules that decide where each pull request and ticket lands.
  • Onboard your first teams. For larger organizations, we recommend a gradual rollout with support from our customer success team.
Do you need access to our source code?

No. Swarmia reads metadata — commits, reviews, pull requests, issues, and tooling signals — never the contents of your source code.

For network-restricted environments, our on-premise proxy agent keeps that boundary firmly in place.

How do you keep the data trustworthy?

Swarmia is not a black box. When someone asks where a number came from, you can show them — and that’s exactly why customers tell us the data quality is better than anything else they’ve used.

  • Drill down to the raw data behind every aggregate, so you can validate what you’re seeing in seconds.
  • Categorization you can check, not a secret algorithm. Use your own rules, AI categorization, or both. Anything categorized by AI is marked, you can see the reasoning behind it, and you can override it.
  • Near real-time sync, so changes in GitHub, GitLab, Jira, or Linear show up in Swarmia right away.
  • Swarmia AI keeps your data clean as you go, so teams don’t have to work as data janitors.
Do all our teams have to use Jira the same way to get good data?

No. One of our product principles is that every software team is different, so Swarmia works for your teams and your whole organization no matter how each team has decided to use Jira.

In fact, customers often tell us that even a short trial improved their Jira hygiene.

What does Swarmia integrate with?

Your existing stack, as it is today. That includes Git providers like GitHub and GitLab, issue trackers such as Jira and Linear, CI, identity providers like Okta, Microsoft Entra ID, and Google, and the major AI coding tools. Any other AI tool, including your own in-house agents, can connect through our API. If you need something we don’t cover yet, get in touch.

See all Swarmia integrations.

How does a security review work?

Smoothly. We’ve never failed a security review. We start with an NDA, then share a full documentation pack and complete any vendor forms you use.

Can I get a copy of Swarmia’s SOC 2 Type 2 audit report?

Yes. Reach out to hello@swarmia.com or your account manager and we’ll share it with anyone we have a legitimate business relationship with.

If you’re on a security team, just make sure your point of contact for the evaluation has connected with your account manager first.

Can you complete our security questionnaire?

Happy to. Send it to your account manager or hello@swarmia.com and we’ll complete it for any organization evaluating a paid plan.

What about Single Sign-On (SSO) and SCIM?

Swarmia supports SSO through Okta, Microsoft Entra ID, and Google Workspace, plus secure login through GitHub. Okta, Entra ID, and Google let you give access to people who don’t have GitHub credentials.

Through GitHub authentication, the usual SSO conveniences apply:

  • Anyone with access to the relevant GitHub organization can access Swarmia, so there’s no need to create an account per employee.
  • When you disable an account in your SSO provider and it’s removed from GitHub, that change propagates to Swarmia automatically.

If your organization needs automated user provisioning through SCIM,get in touch to talk through your setup.

Can we run Swarmia with network-restricted, on-premise systems?

Yes. Read more about on-premise installations and talk to your account team if you’d like to hear more.

Should we build this ourselves instead?

Some enterprises weigh it. If all you need is a few aggregate numbers for a quarterly report, pulling data from your Git provider and drawing some charts can get you there. The dashboard is the easy part. What comes after it is where most internal efforts stall:

  • Keeping the data right as teams reorganize, repositories come and go, and people move between teams, while still knowing who was on which team six months ago.
  • Connecting pull requests, issues, deployments, and AI tool usage, so any number can be traced back to the work behind it.
  • Keeping up with API changes in every tool you connect, including AI tools that change every few months.
  • Answering the follow-up question when someone in leadership asks where a number came from.

That turns into a permanent internal product with its own team. It doesn’t have to be either-or, though: Swarmia exports to your data warehouse, so you can combine it with the reporting you already have.

We’ve written more about this in Should you build or buy a software engineering intelligence platform?

Book a demo to see Swarmia in action

Get a personalized walkthrough with a Swarmia expert and see how it fits your teams, your tools, and the reporting your leadership needs.
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† Gartner, Magic Quadrant for Developer Productivity Insight Platforms, Frank O’Connor, Peter Hyde, Akis Sklavounakis, Akriti Kapoor, 5 May 2026. GARTNER and Magic Quadrant are a trademark of Gartner, Inc. and/or its affiliates. Gartner does not endorse any vendor, product or service depicted in its research publications, and does not advise technology users to select only those vendors with the highest ratings or other designation. Gartner research publications consist of the opinions of Gartner’s research organization and should not be construed as statements of fact. Gartner disclaims all warranties, expressed or implied, with respect to this research, including any warranties of merchantability or fitness for a particular purpose.