I am doing a case study on reducing project management software costs for large tech firms, and I want to know what strategies actually work without hurting developer productivity.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am doing a case study on reducing project management software costs for large tech firms, and I want to know what strategies actually work without hurting developer productivity.
3 real searches · 1 real-search pass
large enterprise project management software license optimization SaaS sprawl unused licenses developer productivity case study Atlassian JiraGoogle ↗
OBSERVED
enterprise SaaS management license reclamation usage optimization software spend FinOps developer productivity tools consolidationGoogle ↗
OBSERVED
developer productivity context switching tool fragmentation research software engineering collaboration toolsGoogle ↗
OBSERVED
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.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
large enterprise project management software license optimization SaaS sprawl unused licenses developer productivity case study Atlassian Jira Google ↗
enterprise SaaS management license reclamation usage optimization software spend FinOps developer productivity tools consolidation Google ↗
developer productivity context switching tool fragmentation research software engineering collaboration tools Google ↗
- Subble | Two thirds of their Jira users didn’t need a Jira licence · subble.com
- CHAPTER 12 DEVELOPERS’ DIVERGING PERCEPTIONS OF PRODUCTIVITY · faculty.washington.edu
- Work fragmentation in developer interaction data - Cruz - 2017 - Journal of Software: Evolution and Process · doi.org
- Supporting Developer Workflows – Human Aspects of Software Engineering Lab, University of Zurich · hasel.dev
- Cisco Networking halved TCO by centralizing teams on one Atlassian cloud platform · wac-cdn.atlassian.com
- Cisco Networking halved TCO by centralizing teams on one Atlassian cloud platform · atlassian.com
- Licensing & SaaS FinOps Framework Capability · finops.org
- Applying the FinOps Framework to SaaS · finops.org
- PE Firm Atlassian Cost Assessment Case Study · agilebrainsconsulting.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
large enterprise project management software license optimization SaaS sprawl unused licenses developer productivity case study Atlassian Jira OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
enterprise SaaS management license reclamation usage optimization software spend FinOps developer productivity tools consolidation OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
developer productivity context switching tool fragmentation research software engineering collaboration tools OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |