Public datasets show many firms cutting back on AI and reporting little to no ROI, yet individual use of AI tools keeps growing and is spilling into work. As agentic assistants that can decide and act enter workflows, 'shadow adoption' may precede formal deployments and measurable returns. The real shift could come from bottom‑up personal and agentic use rather than top‑down chatbot rollouts.
— It reframes how we read adoption and ROI figures, suggesting policy and investment should track personal and agentic use, not just enterprise dashboards.
Kelsey Piper
2026.04.13
80% relevant
The article's core claim — that early adopter advantages from tinkering with AI vanish quickly and won’t prevent structural exclusion — maps to the idea that 'personal AI' solutions (individual tinkering, tools, habits) hide deeper limits at the enterprise and system level; it cites tech CEOs and viral 'how to escape the underclass' posts as examples of the personal‑strategies discourse that masks broader institutional constraints.
2026.03.05
85% relevant
Meta’s essay argues for ‘personal superintelligence’ delivered on always‑on devices (e.g., glasses) and contrasts that with an industry view that AI will centrally automate work; this echoes the existing idea that consumer‑facing personal AI narratives can hide an enterprise adoption plateau and serve as a growth story to shift attention toward devices and individual empowerment rather than structural labor displacement. The article’s lines—'distinct from others... directed centrally towards automating all valuable work' and 'personal devices like glasses... will become our primary computing devices'—map directly onto that pattern.
msmash
2025.10.09
62% relevant
McKinsey’s findings that few vendors show quantifiable ROI, AI upcharges are large, and headcount isn’t falling support the 'enterprise plateau' side of this idea (slow or disappointing enterprise gains), even though the article doesn’t address rising personal use.
Ross Pomeroy
2025.10.06
100% relevant
The article pairs MIT NANDA’s '95% zero return' finding and Census data on reduced company use with the claim that individual and agentic AI use is rising and will be more transformative.