Why do engineering metrics fail so often, and what should I suggest to measure developer velocity accurately in our upcoming retro?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why do engineering metrics fail so often, and what should I suggest to measure developer velocity accurately in our upcoming retro?
3 real searches · 1 real-search pass
DORA metrics software delivery performance four key metrics official documentation lead time deployment frequency change failure rate failed deployment recovery timeGoogle ↗
OBSERVEDReason
SPACE framework developer productivity satisfaction performance activity communication efficiency official paperGoogle ↗
OBSERVEDReason
Accelerate book software delivery performance metrics throughput stability engineering productivity measurementGoogle ↗
OBSERVEDReason
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 software delivery performance four key metrics official documentation lead time deployment frequency change failure rate failed deployment recovery time Google ↗
SPACE framework developer productivity satisfaction performance activity communication efficiency official paper Google ↗
Accelerate book software delivery performance metrics throughput stability engineering productivity measurement Google ↗
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
DORA metrics software delivery performance four key metrics official documentation lead time deployment frequency change failure rate failed deployment recovery time OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
SPACE framework developer productivity satisfaction performance activity communication efficiency official paper OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Accelerate book software delivery performance metrics throughput stability engineering productivity measurement OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |