Swarmia helps teams turn AI speed into delivery, with working agreements, Slack nudges and developer surveys. Axify shows whether your AI coding tools are paying off, by connecting AI usage and cost to delivery metrics. Here is how they compare, and where each one fits best.
Last updated: · Swarmia details from its public website
The short answer
Choose Axify if…
your main question is “Is AI making us faster, and what does it cost?” Axify tracks usage, adoption and cost from tools such as GitHub Copilot, Cursor and Claude Code, down to the model and the developer, forecasts your AI spend, and ties it all to cycle time and DORA metrics. You also get Bitbucket and Azure DevOps at the entry price, billing on active contributors only, and hands-on rollout support on Enterprise.
Choose Swarmia if…
you want to change daily habits with working agreements and Slack nudges, run developer surveys next to your metrics, or need audit-ready software capitalization. Teams of 9 developers or fewer can start on its free plan.
What they share: DORA metrics, cycle time, AI adoption and impact tracking, GitHub, GitLab and Jira integrations, and an MCP server so you can ask questions about your data from Claude or Cursor.
Feature by feature, based on Swarmia’s public pages and our own product.
| Capability | Axify | Swarmia |
|---|---|---|
| Focus | ||
| Core focus |
AI usage, cost and impact on delivery |
Delivery habits and developer experience, with AI impact layered in |
| AI | ||
| AI spend by tool, model, team and developer |
Gross cost and tokens, such as GitHub Copilot, Cursor, Claude Code, LiteLLM |
By tool, team and developer, as a list-price estimate; per-model view not listed |
| AI spend forecast |
Up to 12 months ahead |
Not listed |
| AI adoption insights |
Adoption score built on reflexive use, reliance and trust |
Adoption and activity for Copilot, Cursor, Claude Code, Codex, Devin and review agents |
| AI impact on delivery |
AI usage tied to cycle time and DORA metrics |
Cycle time, review time, batch size and DevEx compared by tool, with an ROI view |
| Delivery | ||
| DORA metrics |
Included |
Yes |
| Value stream mapping (end-to-end) |
Included |
Cycle time breakdown (in progress, review, merge); full value stream map not listed |
| Software capitalization |
Not offered |
Yes, with SOC 1 attested reporting |
| Developer surveys |
Not offered (system data only) |
Yes, delivered in Slack, with benchmarks |
| Reporting and alerts | ||
| Alerts and nudges |
Email and Slack, custom alert preferences |
Slack and Teams notifications, daily digests, working-agreement nudges |
| Scheduled email reports |
Custom reports by email, with an AI-written executive summary |
Not listed (Slack digests instead) |
| Platform | ||
| MCP server |
Yes |
Yes, including write actions confirmed in the app |
| Git providers |
GitHub, GitLab (cloud and self-managed), Bitbucket (cloud and Data Center), Azure DevOps |
GitHub (cloud and Enterprise Server), GitLab (cloud and self-managed); Azure DevOps for select Enterprise customers; Bitbucket not listed |
| Issue trackers |
Jira Cloud, Azure DevOps, GitLab; Jira Data Center through custom integration (Enterprise) |
Jira (Cloud and Data Center), Linear, Azure Boards, Shortcut and GitHub Issues (beta) |
| Security and compliance |
SOC 2 Type II, hosted in Canada (AWS), encryption in transit and at rest, privacy officer for Law 25 and GDPR |
SOC 2 Type 2, ISAE 3402 (SOC 1) Type 2, GDPR-aligned; hosted in the EU (Frankfurt), AI features processed in the US |
| Access to your code and prompts |
None. Read-only, metadata only |
Does not store code; its default GitHub app requests repository contents access, and its bot can reply to GitHub comments |
| Enterprise | ||
| SSO and audit log |
Yes (Enterprise) |
SSO through OIDC (Okta, Entra ID, Google); audit log not listed |
| Connector for self-hosted tools |
Proxy Agent (Enterprise) |
Proxy agent (Enterprise) |
| Single-tenant data encryption |
Yes (Enterprise) |
Not listed |
| Custom integration development |
Yes (Enterprise) |
APIs to add AI tools and deployment data; custom development not listed |
| Implementation services |
Included in Enterprise, with a dedicated CSM and 24/7 support |
Dedicated CSM and professional services on Enterprise |
“Not listed” means the feature does not appear on the vendor’s public pricing or product pages as of the update date. It may exist or be on its way.
Feature lists look alike. These are the places where the two tools make different bets.
Axify starts from AI: who uses which assistant, what it costs, and whether delivery actually got faster. Swarmia starts from team habits: its pitch is getting AI speed all the way to production, through working agreements, Slack nudges and surveys, with AI impact layered on top.
Bottom line: pick the tool whose starting question matches the one your leadership is asking.
Axify shows gross cost and token use by tool, model, team, project and developer, with a spend forecast up to a year ahead. Swarmia also tracks AI cost by tool, team and developer, and ties it to initiatives, but presents it as a list-price estimate, without a per-model view or a forecast on its public pages.
Bottom line: if finance wants the AI bill by model and a forecast for next year, Axify answers that directly.
Axify relies only on system data from the tools your teams already use: no surveys, no manual entry. Swarmia bundles developer experience surveys delivered in Slack, with benchmarks, which helps if you want sentiment next to delivery data.
Bottom line: want zero survey fatigue? Axify. Want developer sentiment in the same tool? Swarmia.
Axify is read-only and never reads your code, prompts or conversations. Swarmia works inside daily routines: Slack and Teams nudges, working agreements, and a bot that can reply to GitHub comments for you. Its default GitHub app also requests access to repository contents.
Bottom line: measurement with minimal access, or habit change with deeper access.
Axify Pro covers GitHub, GitLab, Bitbucket and Azure DevOps, and Axify Enterprise adds implementation services, a dedicated customer success manager with 24/7 support, custom integration development and single-tenant encryption. Data is hosted in Canada. Swarmia does not list Bitbucket, offers Azure DevOps only to select Enterprise customers, hosts data in the EU by default and includes professional services on its Enterprise plan.
Bottom line: on Bitbucket or Azure DevOps, or running internal tools? Axify brings the integrations and the people with the platform.
List prices in USD, per developer per month, billed annually: the model both vendors use.
| Same baseline | Axify Pro | Swarmia Standard | Swarmia Enterprise |
|---|---|---|---|
| Terms | |||
| Price per developer / month | $29 | $45 | $55 |
| What is included | Full platform: AI adoption and cost, delivery and DORA metrics, value stream mapping, Axify Intelligence | All four modules: AI adoption and cost, surveys, software capitalization, productivity and AI impact | Standard, plus on-prem and HRIS integrations and professional services |
| Who is billed | Active contributors only (commit, PR or ticket moved in the last 30 days) | Developers added to teams in Swarmia | Developers added to teams in Swarmia |
| Git providers covered | GitHub, GitLab, Bitbucket, Azure DevOps | GitHub, GitLab | GitHub, GitLab, Azure DevOps on demand |
| Free option | 14-day free trial, no card | Free plan up to 9 developers; trial, no card | Demo |
| Annual cost, full platform | |||
| 50 developers | $17,400 | $27,000 | $33,000 |
| 100 developers | $34,800 | $54,000 | $66,000 |
How to read this
For the full platform, Axify Pro costs $16 less per developer per month than Swarmia Standard: about 35% less at any team size. Axify also bills only people active in the last 30 days, so occasional contributors cost nothing.
Swarmia also sells its modules on their own: AI adoption and cost at $5, developer surveys at $9, software capitalization at $18, and productivity and AI impact at $23 per developer per month. If a list-price view of AI cost is all you need, that $5 module costs less than Axify Pro. Teams of 9 developers or fewer can use Swarmia’s free plan.
Axify is a better fit if you…
Swarmia is a better fit if you…
From DORA metrics and value stream work with Axify.
Axify connects read-only to the Git, issue tracking and AI tools you already use, so you can run it next to Swarmia during your evaluation without changing any workflow.
Everything you need to know about how Axify and Swarmia compare.
Sources: Swarmia information comes from swarmia.com (pricing, product, integrations, security, help center and changelog), reviewed November 2, 2026. Axify information reflects our product as of the same date. Swarmia is a trademark of its owner. Spotted something out of date? Tell us and we will fix it.