What is the current industry benchmark formula for calculating the true software ROI of adopting an AI-driven project management assistant?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the current industry benchmark formula for calculating the true software ROI of adopting an AI-driven project management assistant?
3 real searches · 1 real-search pass
2026 industry benchmark AI software ROI formula total cost of ownership productivity time savings realized benefits project management assistantGoogle ↗
OBSERVEDConsequence
Forrester Total Economic Impact methodology costs benefits risk adjusted ROI NPV payback officialGoogle ↗
OBSERVEDReason
NIST AI risk management framework measure AI system costs benefits productivity ROIGoogle ↗
OBSERVEDConsequence
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
2026 industry benchmark AI software ROI formula total cost of ownership productivity time savings realized benefits project management assistant Google ↗
Forrester Total Economic Impact methodology costs benefits risk adjusted ROI NPV payback official Google ↗
NIST AI risk management framework measure AI system costs benefits productivity ROI Google ↗
- How Can AI Value, ROI, And Productivity Impact Be Measured? · apqc.org
- Forrester Methodologies: Total Economic Impact · forrester.com
- The Value Of Building An Economic Business Case With Forrester · tools.totaleconomicimpact.com
- How to Calculate Project Management Software ROI · softwareadvice.com
- AI ROI: How to Calculate Returns in 2026 · shopify.com
- AI ROI: How to Calculate Returns in 2026 · shopify.com
- How to Measure ROI from AI in Software Engineering · snowmanlabs.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 industry benchmark AI software ROI formula total cost of ownership productivity time savings realized benefits project management assistant OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Forrester Total Economic Impact methodology costs benefits risk adjusted ROI NPV payback official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
NIST AI risk management framework measure AI system costs benefits productivity ROI OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |