# Swarmia

> Swarmia is an 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 — plus the tools to act on what they find.

Swarmia brings together engineering metrics, AI adoption and impact, developer experience surveys, and software capitalization on one org structure and one data model — a single source of truth, rather than a productivity tool, a survey tool, and a capitalization spreadsheet that never talk to each other. It connects to the systems engineering teams already use: source code hosting (GitHub, GitLab), issue trackers (e.g. Jira, Linear), CI, and chat (Slack, Microsoft Teams). It supports research-backed frameworks including DORA and SPACE, and includes a natural-language assistant (Swarmia AI) and an MCP server for working with engineering data in tools like Claude and Cursor.

It's built for engineering leaders — VPs and Heads of Engineering, Directors, and CTOs — who need to answer hard questions about how their organization is doing without stitching the answer together from five different tools. Engineering managers use it to run better one-on-ones and set working agreements their teams actually follow; finance teams use it for audit-ready capitalization reporting. Swarmia is transparent by design — most data is visible to everyone from ICs to the CTO — so engineers treat it as a way to improve their own work rather than a way to be watched.

Its premise is that engineering improvement comes from fixing the system people work in, not measuring individuals harder. That shows up in three ways: a shared definition of what "good" looks like across engineering, product, and finance (one model aligned with DORA and SPACE); data teams can trust (real-time updates, an FTE model validated at around 95% accuracy, and SOC 1 audited reports that pass Big Four scrutiny); and insights that close the loop into action through working agreements, automated signals, and Slack and Teams notifications. Swarmia was founded in 2019, is headquartered in Helsinki with an office in New York, is SOC 2 Type 2 compliant, and is used by organizations from startups to large enterprises.

## Product

- [Product overview](https://www.swarmia.com/product/): How Swarmia serves an engineering organization
- [Swarmia AI & MCP](https://www.swarmia.com/product/swarmia-ai/): Ask questions of your engineering data in plain language; connect via MCP to Claude, Cursor, and other AI tools
- [Engineering metrics](https://www.swarmia.com/product/engineering-metrics/): Pull request flow and delivery metrics for teams
- [DORA metrics](https://www.swarmia.com/dora-metrics/): Track the four key DORA metrics
- [AI adoption & cost](https://www.swarmia.com/product/ai-adoption-and-cost/): Measure the adoption, usage, and cost of AI coding tools — GitHub Copilot, Cursor, Claude Code, and Codex, or any other tool via the API
- [Productivity & AI impact](https://www.swarmia.com/product/developer-productivity/): Combine metrics and automation to measure and improve productivity
- [Measure the impact of AI tools](https://www.swarmia.com/product/ai-impact/): Understand whether AI tools are reaching production
- [Investment balance](https://www.swarmia.com/product/investment-balance/): See where engineering time and money go
- [Initiatives](https://www.swarmia.com/product/initiatives/): Track cross-team projects and strategic work
- [Software capitalization](https://www.swarmia.com/product/software-capitalization/): Create audit-ready software capitalization reports
- [Developer experience surveys](https://www.swarmia.com/product/developer-experience-surveys/): Collect qualitative feedback and improvement ideas from developers
- [Feedback loops](https://www.swarmia.com/product/feedback-loops/): Set working agreements and targets that help teams improve
- [Signals](https://www.swarmia.com/product/signals/): Automatically surfaced insights that highlight where to focus
- [Data platform](https://www.swarmia.com/product/data-platform/): How Swarmia keeps engineering data accurate and consistent
- [Integrations](https://www.swarmia.com/integrations/): Full list of systems that connect to Swarmia

## Solutions

- [Startups](https://www.swarmia.com/startups/): Swarmia for small and growing engineering teams
- [Enterprises](https://www.swarmia.com/enterprise/): SSO, complex team hierarchies, and enterprise-grade scale and security
- [Partners](https://www.swarmia.com/partner-program/): The Swarmia partner program

## Learn

- [Blog](https://www.swarmia.com/blog/): Articles for software leaders, managers, and engineers
- [Engineering Unblocked podcast](https://www.swarmia.com/podcast/): Interviews with software leaders
- [Build (book)](https://www.swarmia.com/build/): A book by Rebecca Murphey and Otto Hilska on building effective engineering organizations, free to read online or available on Amazon; a new version was released in July 2026
- [Benchmarks](https://www.swarmia.com/benchmarks/): Engineering benchmarks for finding the biggest opportunities to improve
- [Engineering intelligence you can trust](https://www.swarmia.com/readme/): Swarmia's point of view on what separates organizations succeeding with AI
- [Help & docs](https://help.swarmia.com/): Product documentation and support

## Customers

- [Customers overview](https://www.swarmia.com/customers/): Case studies from startups to enterprises
- [Matillion](https://www.swarmia.com/customers/matillion/): Building a shared language for engineering performance across 20+ teams
- [Engine](https://www.swarmia.com/customers/engine/): Maintaining speed and quality while scaling the business past 250 engineers
- [TrueLayer](https://www.swarmia.com/customers/truelayer/): Driving engineering effectiveness at every level of the organization
- [Miro](https://www.swarmia.com/customers/miro/): Delivering relevant insights to every level of the org, consolidating DORA and SPACE metrics
- [Smartly](https://www.swarmia.com/customers/smartly/): Building a data-driven engineering culture at scale
- [Blinkist](https://www.swarmia.com/customers/blinkist/): Running an IC-led engineering organization
- [Planning Center](https://www.swarmia.com/customers/planning-center/): Protecting the engineering culture that makes it great
- [PrescriberPoint](https://www.swarmia.com/customers/prescriberpoint/): Building solid engineering fundamentals before going all-in on agentic development
- [CDQ](https://www.swarmia.com/customers/cdq/): Balancing team autonomy with leadership visibility; lifted product-focused work from 38% to over 50%
- [Hostaway](https://www.swarmia.com/customers/hostaway/): Shipping faster while growing headcount — deploy time went from four days to under 24 hours
- [SKUTOPIA](https://www.swarmia.com/customers/skutopia/): Scaling developer experience with engineering metrics and surveys
- [Productsup](https://www.swarmia.com/customers/productsup/): Supporting team leads and speeding up software development
- [AdCellerant](https://www.swarmia.com/customers/adcellerant/): Scaling engineering operations and removing process overhead

## Company

- [About us](https://www.swarmia.com/about-us/): Company and team
- [Pricing](https://www.swarmia.com/pricing/): Plans and pricing
- [Careers](https://www.swarmia.com/careers/): Open roles
- [Changelog](https://www.swarmia.com/changelog/): Product updates
- [Security](https://www.swarmia.com/security/): Security practices and SOC 2 Type 2 compliance
- [Get a demo](https://www.swarmia.com/demo/): Book a product demo
- [Start a free trial](https://app.swarmia.com/signup/): 14-day free trial
- [Terms of service](https://www.swarmia.com/terms/)
- [Privacy policy](https://www.swarmia.com/privacy/)