How do engineering managers measure developer velocity accurately using tools that do not require expensive proprietary software licenses?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do engineering managers measure developer velocity accurately using tools that do not require expensive proprietary software licenses?
3 real searches · 1 real-search pass
DORA metrics official software delivery performance metrics 2025 deployment frequency lead time change failure recoveryGoogle ↗
OBSERVEDReason
Apache DevLake open source engineering metrics integrations GitHub GitLab Jira documentationGoogle ↗
OBSERVEDOther / navigational
open source developer productivity analytics tools engineering metrics Haystack Apache DevLake GrimoireLabGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
DORA metrics official software delivery performance metrics 2025 deployment frequency lead time change failure recovery Google ↗
Apache DevLake open source engineering metrics integrations GitHub GitLab Jira documentation Google ↗
open source developer productivity analytics tools engineering metrics Haystack Apache DevLake GrimoireLab Google ↗
- Apache DevLake · devlake.apache.org
- Introduction to Apache DevLake and Implementing DORA Metrics · devlake.apache.org
- Grafana OSS · grafana.com
- GitHub · github.com
- GitLab · about.gitlab.com
- DevOps Research and Assessment (DORA) metrics · docs.gitlab.com
- Prometheus · prometheus.io
- DORA · dora.dev
- DORA | A history of DORA’s software delivery metrics · dora.dev
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
DORA metrics official software delivery performance metrics 2025 deployment frequency lead time change failure recovery OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Apache DevLake open source engineering metrics integrations GitHub GitLab Jira documentation OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
open source developer productivity analytics tools engineering metrics Haystack Apache DevLake GrimoireLab OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |