Trend Trend 1: measuring the return on AI agents becomes a moving target
Summary
The first trend in CB Insights' 2026 outlook is that the return on AI agents has become a moving target. Agent value appears in places that conventional measurement struggles to capture, so firms need new tools just to see where impact lands. Measurement is maturing first in software engineering, where analytics platforms track AI-written code. A newer group of products aims further, helping enterprises spot automation opportunities, follow their spending and quantify impact outside engineering teams. Process intelligence platforms are also being extended to measure outcomes across wider enterprise workflows. Together these tools form an emerging layer whose purpose is to keep pace with how agents actually change work.
Classification
Evidence 4
- 2026 Tech Trends CB Insights page=13;section=Enterprise & work / AI agents make ROI a moving target 2026-01 accessed 2026-07-26
- 2026 Tech Trends CB Insights page=9;section=Enterprise & work / AI agents make ROI a moving target 2026-01 accessed 2026-07-26
- 2026 Tech Trends CB Insights page=9;section=Enterprise & work / AI agents make ROI a moving target 2026-01 accessed 2026-07-26
- 2026 Tech Trends CB Insights page=13;section=Enterprise & work / AI agents make ROI a moving target 2026-01 accessed 2026-07-26
Observed signals 4
- SignalA funded startup builds measurement of AI-written code into the engineering workflow
- SignalBilling infrastructure for AI agents emerges while pricing models remain unsettled
- SignalEfficiency metrics dominate AI agent measurement while revenue impact stays unquantified
- SignalLinux Foundation Launches Tokenomics Foundation With 29 Members Including JPMorgan and IBM
Part of issues 1
- IssueWith no accepted ROI method, vendors get to define what agent value means1 trends · 1 signals
Relation types: constitutes · supports
Public id: fm-ed83a83b50eb
