Verification of the cited KPMG data will determine whether nearly half of surveyed enterprises curtailed AI-agent rollouts because operating costs exceeded realized value.
state: resolvedheat: lowuncertainty: lowconvergesscott: highenterprise-ai inference-costs agent-adoptionKPMG
What is this?
Secondary coverage of KPMG’s Q2 2026 AI Pulse reports that 49% of surveyed enterprises had scaled back or rephased AI-agent deployments after costs outweighed expected benefits. The coverage also links cost visibility to outcomes: 42% reportedly had only partial visibility into AI spending, while firms with full visibility reported established returns at five times the rate of those without it. The supplied snippets differ on survey scope—one cites more than 2,000 global business leaders, another 204 US C-suite leaders—and do not include the primary KPMG report, so the exact population and quoted wording remain unverified.
Why it matters to Scott
The reported KPMG finding independently supports Scott’s load-bearing position that enterprise agents should advance only when observable unit economics and realized value clear explicit rollout gates, creating a strong dated-receipts and client-advisory opportunity for LeverageAI. The primary report and survey population must be verified before the 49% figure is used publicly.
ip:concept.ai-unit-economicsip:concept.value-densityip:framework.enterprise-ai-spectrumip:concept.agent-observabilitywork:project.leverageairadar:concept.inference-economicsradar:concept.enterprise-agentsradar:concept.enterprise-ai
queries asked of Scott's wikis
- AI agent unit economics and realized value
- inference cost observability and token spend
- enterprise agent rollout gates and rephasing
- agent harness cost-efficiency tradeoffs
- measuring ROI from agentic workflows
- usage-based pricing versus local inference economics
Measured heat
no measured readings yet — the hourly heat pass fills this in
How the heat travelled
no chain yet — the hourly chain pass fills this in
Evidence (3) — ⭐ canonical anchor
Interpretation history
2026-08-08T17:40:43Z
The primary KPMG excerpt settles the verification episode: 49% reported rephasing deployments, across 2,145 senior leaders. Use the narrower finding—expected costs outweighing anticipated value, including delays and narrowed deployments—not the stronger claim that realized operating costs exceeded realized value.
2026-08-08T17:29:49Z
grounded: converges/high — The reported KPMG finding independently supports Scott’s load-bearing position that enterprise agents should advance only when observable unit economics and rea
2026-08-08T17:25:22Z
origin walked (codex/luna, conf 0.99): anchor reddit.post.1vj1ge0 -> echo.paper.036b141272 by KPMG International
2026-08-08T17:24:11Z
case created — Two echoes point to a consequential enterprise-agent economics claim, but both rely on the same secondary report and still need primary-source verification.
Decision trace
- 08-09 03:40resolveThe primary KPMG excerpt settles the verification episode: 49% reported rephasing deployments, across 2,145 senior leaders. Use the narrower finding—expected costs outweighing anticipated value, inclu
- 08-09 03:40alert_silentThis is now a validated, useful dated receipt rather than a developing event; the only new activity is negligible engagement, so normal briefing treatment is sufficient.
- 08-09 03:40alert_routeThis is now a validated, useful dated receipt rather than a developing event; the only new activity is negligible engagement, so normal briefing treatment is sufficient.
- 08-09 03:36alert_silentThe primary-report excerpt verifies the cited 49% figure and its 2,145-leader survey base, making it useful dated evidence for rollout-gate and unit-economics guidance. It does not create an immediate
- 08-09 03:36surface_candidateThe primary-report excerpt verifies the cited 49% figure and its 2,145-leader survey base, making it useful dated evidence for rollout-gate and unit-economics guidance. It does not create an immediate
- 08-09 03:36alert_routeThe primary-report excerpt verifies the cited 49% figure and its 2,145-leader survey base, making it useful dated evidence for rollout-gate and unit-economics guidance. It does not create an immediate
- 08-09 03:29groundThe reported KPMG finding independently supports Scott’s load-bearing position that enterprise agents should advance only when observable unit economics and realized value clear explicit rollout gates
- 08-09 03:25promote_anchororigin walk conf 0.99
- 08-09 03:24createTwo echoes point to a consequential enterprise-agent economics claim, but both rely on the same secondary report and still need primary-source verification.