Category
AI engineering analytics software: what they are and who makes them
team-level delivery metrics with ai add-ons, ai impact and spend measurement, enterprise engineering intelligence suites, open-source data pipelines: Swarmia, LinearB, Axify through Apache DevLake.
Types of AI engineering analytics software
Team-level delivery metrics with AI add-ons
Swarmia, Axify, Hatica, Haystack and Middleware cover cycle time, DORA and sprint health first, then add AI adoption or summaries. Prices are per developer or member and mostly printed, so a team lead can cost out a pilot without a sales call.
AI impact and spend measurement
GitClear, Faros and Plandek focus on what AI tools change. GitClear tags individual lines to the model that wrote them, Faros tracks token spend and model routing, and Plandek offers a one-off AI impact report. They suit organizations already paying for several coding assistants.
Enterprise engineering intelligence suites
Jellyfish, Waydev and Allstacks add investment allocation, software capitalization, benchmarking and executive views. Jellyfish and Waydev quote prices on request, while Allstacks prints per-contributor yearly rates. They fit finance-aware engineering leaders who report to a CFO and need audit-ready numbers every quarter.
Open-source data pipelines
Apache DevLake pulls data from Jira, GitHub, GitLab and CI tools into your own database and lets you build dashboards in SQL. It costs nothing in license fees but needs people to run it, and its pages name no AI feature.
Facts at a glance
| Tool | Publisher | Based in | Access |
|---|---|---|---|
| Swarmia | Swarmia Oy | Finland | Free tier + API |
| LinearB | Not stated on the vendor pages | Not stated on the vendor pages | Trial + API |
| Axify | Nexapp Technologies Inc. (privacy policy); site footer reads Axify Technologies inc. | Canada | Trial + API |
| GitClear | Not stated on the vendor pages | Not stated on the vendor pages | Free tier + API |
| Jellyfish | Orthogonal Networks, Inc. (d/b/a Jellyfish) | Not stated on the vendor pages | Paid |
| Hatica | Hatica, Inc. | Not stated on the vendor pages | Free tier + API |
| Plandek | Not stated on the vendor pages | Not stated on the vendor pages | Paid + API |
| Allstacks | Allstacks, Inc. | Not stated on the vendor pages | Free tier + API |
| Waydev | Waydev Inc. | Not stated on the vendor pages | Trial + API |
| Middleware | Middleware Software, Inc. | Not stated on the vendor pages | Free tier |
| Faros | Not stated on the vendor pages | Not stated on the vendor pages | Paid |
| Haystack | Haystack, Inc. | Not stated on the vendor pages | Trial |
| Apache DevLake | Apache Software Foundation (incubating project) | Not stated on the vendor pages | Free tier |
