Swarmia vs. DevStats
Two SPACE-built, non-toxic engineering platforms. Compare where they really differ: feature breadth, AI-native analytics, pricing, and where the vendor's head is at.
Same SPACE foundation. Different priorities.
Swarmia is a research-led platform built around three modules and a working agreements practice. DevStats is a diagnostic instrument with 24 reports in one product and an AI-native layer on top. The choice gets clearer when you ask one question.
Who is the vendor optimising for over the next three years?
DevStats is bootstrapped and profitable, optimising for customer renewals. Swarmia is venture-funded, optimising for the next round. Same foundation, different priorities. Pick the one whose priorities match yours.
Where DevStats genuinely wins
Four honest edges. No vanity metrics, no fabricated tool counts.
24 reports, 6 categories — everything in one product
DevStats ships 24 reports spanning Flow, Planning & Sprints, Investment & Allocation, Quality & Reliability, Visibility & Insights, and AI Impact — in one product at one price. Swarmia is built around three modules (Engineering Metrics, Working Agreements, Investment Insights) with a narrower catalog, and you pay per module.
- 24 reports vs. ~12 across Swarmia's modules
- 6 report categories vs. 3 modules
- Player Dashboard, AI Impact & Investment Profile — not in Swarmia
An MCP server and an in-product AI Chat — query your data in natural language
DevStats ships a first-party MCP server so Claude, Cursor, or Copilot can drill into your PRs, issues, and reports through natural-language queries. The in-product AI Chat answers the same questions without leaving DevStats. Swarmia has no official MCP server — only a third-party community fork on GitHub — and no in-product AI assistant.
- First-party MCP server, not a community fork
- In-product AI Chat with squad-scoped context
- AI Impact reports across Copilot, Claude Code, and Windsurf
One price for the full product, not three modules you stitch together
DevStats Pro is $27 per dev for everything. Swarmia Standard is $45 per dev for all three modules, or $23 per dev for one. For a 40-developer team, the annual difference is about $8,600 — same SPACE foundation, narrower catalog on the other side.
- One product, one price — no three-module checkout math
- Predictable per-contributor pricing
- Self-hosted deployment on Enterprise — no per-seat billing
An AI agent configures your team on setup — no taxonomy workshop, no working-agreements kickoff
DevStats connects in under two minutes with no code changes. An AI agent then inspects your Git and issue-tracker history to auto-detect how your team actually works — squads, services, sprint cadence, branch conventions — so you skip the taxonomy workshop and the working-agreements kickoff entirely. Historical backfill runs in the background within normal API rate limits. Swarmia ships a formal working-agreements practice and a taxonomy setup phase that needs eng-ops ownership before the reports stabilize.
- AI agent auto-detects squads, services, sprint cadence, and branch conventions
- No taxonomy workshop, no working-agreements kickoff
- Historical data pulled on connect (1 year Starter · 3 years Pro)
Who each platform fits
The short version: pick the one whose ideal customer looks most like you.
- European orgs that want a vendor in compatible time zone
- Teams under 10 devs that want a free tier
- Leaders piloting one slice of engineering intelligence at a time
- Finance functions needing software cost capitalization for audit
- Orgs already running a working agreements practice
- Teams that want a formal working-agreements and taxonomy setup phase
- Growth-stage SaaS with 15+ developers and $3M to $20M ARR
- VPs and CTOs making engineering delivery legible to the board
- Teams that want plug-and-play setup — connect Git & Jira in under 5 min, no taxonomy workshop
- Teams that want 24 reports in one product, not three narrow modules
- AI-forward teams that want an MCP server and in-product AI Chat, not just adoption tracking
- Leaders who want SOC 2 Type II and a product they can evaluate without a sales call
- Leaders who want DORA metrics auto-rated against research, not raw numbers to interpret
- Companies that prefer a bootstrapped, profitable vendor
- US and Brazilian orgs needing English or Portuguese support
Full feature comparison
Verified against each vendor's public pricing and docs as of April 2026. Rows where DevStats has a clear edge are highlighted.
| Feature | DevStats | Swarmia |
|---|---|---|
| Report breadth | ||
| Reports shipped in the product | 24 reports | ~12 across 3 modules |
| Report categories | 6 categories | 3 modules |
| Player-level contribution dashboard | ||
| AI & AI-native analytics | ||
| First-party MCP server | ||
| In-product AI Chat | ||
| GitHub Copilot adoption & impact | ||
| Claude Code | ||
| Cursor | ||
| Windsurf | ||
| PR-level velocity / quality / review-time impact | Partial | |
| Pricing | ||
| Starting price (annual, per dev) | $15/mo | $23/mo |
| Full-product price | $27/mo · all reports | $45/mo · all modules |
| Public pricing | ||
| Free plan (under 10 devs) | ||
| 14-day self-serve trial | Partial | |
| Self-hosted deployment (no per-seat billing) | Enterprise | |
| Setup & time to value | ||
| Setup time (connect & configure) | Under 5 min | Hours of config |
| AI-agent auto-detects squads, services & cadence | ||
| Plug-and-play onboarding (connect once, no workshop) | Partial | |
| Manual taxonomy / working-agreements configuration | ||
| First full reports after historical backfill | Hours (API-bound) | Hours (API-bound) |
| DORA & delivery metrics | ||
| All four DORA metrics | ||
| Automatic Elite/High/Medium/Low rating | ||
| DORA thresholds from research (Accelerate) | Partial | |
| PR Cycle Time 5-stage breakdown | Partial | |
| Sprint & planning accuracy | ||
| Aging PRs & WIP overload alerts | Partial | |
| Code review & developer experience | ||
| Review turnaround time | ||
| Reviewer load balancing | Partial | |
| Oversized PR flagging | ||
| Built on SPACE framework | ||
| Developer experience surveys | ||
| Activity heatmap (burnout signals) | ||
| Investment & allocation | ||
| Four-bucket work categorization | ||
| Software cost capitalization | ||
| Custom metrics | Enterprise | |
| Integrations | ||
| Git hosts | GitHub, GitLab, Bitbucket, Azure Repos | GitHub, GitLab Cloud |
| Issue trackers | Jira, Linear, Azure Boards, ClickUp, GH Projects | Jira, Linear |
| Native incident management | ||
| SonarQube for code quality | ||
| First-class Slack integration | ||
| Support & compliance | ||
| Self-serve onboarding | ||
| Dedicated Slack channel | Pro plan | |
| Customer Success Manager | All plans | Standard |
| SOC 2 Type II · GDPR · ISO 27001 | ||
| SAML SSO | Enterprise | Enterprise |
| Geography & language | ||
| Primary market | US · Brazil | Europe |
| Portuguese-language support | ||
Who DevStats is designed for
Four profiles where DevStats goes from useful to obvious.
Teams that want everything in one place
Sprint progress, DORA, cycle time, investment allocation, code review, AI Impact, Player Dashboard — 24 reports across 6 categories in a single product instead of three narrow modules you assemble.
Teams that want to skip the config phase
Setup takes under 5 minutes — an AI agent inspects your Git and issue-tracker history to auto-detect how your team actually works (squads, services, sprint cadence, branch conventions). No taxonomy workshop, no working-agreements kickoff. Historical backfill then runs in the background within normal API rate limits, same as every platform in the space.
Teams that want to query their data, not just stare at it
DevStats ships a first-party MCP server so Claude, Cursor, or Copilot can pull your metrics, drill into PRs, and generate reports through natural language. An in-product AI Chat does the same without leaving DevStats. Swarmia has neither.
Leaders who want instant context on the numbers
DevStats applies the DORA/SPACE research thresholds from Accelerate automatically, so every dashboard opens with an Elite/High/Medium/Low read. The board conversation starts from shared research, not a spreadsheet you maintain yourself.
Growth-stage SaaS in the Americas
Series A to C, 15+ devs, $3M–$20M ARR. Too big for gut feel, too small for a $100K enterprise platform. DevStats Pro is $27/dev for everything — roughly $8,600/year less than Swarmia Standard for a 40-developer team.
Regulated orgs that need data in their own cloud
DevStats Enterprise can be deployed into your own VPC with no per-seat billing — a flat agreement that fits security reviews and lets you keep Git, issue, and PR data inside your perimeter. Swarmia is SaaS-only. Pair it with SOC 2 Type II, ISO 27001, GDPR, and SAML SSO and procurement stops blocking the rollout.
Common questions
Both run on SPACE, treat DORA as table stakes, and ship anti-surveillance, squad-first reporting. The real gap is product surface: DevStats ships 24 reports across 6 categories in one product, plus a first-party MCP server and in-product AI Chat. Swarmia is structured around three modules you assemble (Engineering Metrics, Working Agreements, Investment Insights) and has neither an official MCP server nor an in-product AI assistant.
Both track all four DORA metrics. DevStats applies the DORA research thresholds from the Accelerate book automatically, so every metric arrives with an Elite/High/Medium/Low read. Swarmia shows the raw numbers and expects you to reference the research yourself to decide what good looks like.
Tool count is close: DevStats integrates Copilot, Claude Code, and Windsurf; Swarmia integrates Copilot, Cursor, and Claude Code. The real difference is the platform layer. DevStats ships a first-party MCP server (so Claude, Cursor, or Copilot can query your engineering data in natural language) and an in-product AI Chat. Swarmia has neither — only a third-party community MCP fork on GitHub.
Software cost capitalization is native on Swarmia's Standard plan, so finance teams that need formal capex/opex splits for audit get it out of the box. DevStats does not sell capitalization, but its Investment Profile report covers the adjacent question of where engineering time goes across new work, improvements, keeping-the-lights-on, and productivity.
Swarmia charges per module: $23 per dev for one of three modules, or $45 on Standard for all three, with a free plan for teams under 10 developers. DevStats charges for the full product: $15 on Starter, $27 on Pro, no free plan but a 14-day trial. For 40 developers, DevStats Pro is roughly $13,000 a year versus about $21,600 for Swarmia Standard.
Yes, by geography and design. DevStats is headquartered in the United States with a team in Brazil and native Portuguese support, and customer references skew toward US growth-stage SaaS and LatAm orgs. Swarmia is headquartered in Helsinki; product decisions, customer success, and community sit in Europe.
Yes. Both tools read from your existing Git host and issue tracker with no code changes. The clean evaluation is roughly a month on each, pointed at the same team and sprint cycle. Swarmia offers a free tier under 10 developers. DevStats offers a 14-day self-serve trial that extends for enterprise security review.
DevStats vs. the others
Not comparing to Swarmia? Here are the other matchups.