Insights

AI Adoption & Readiness Insights

Evidence-based notes on AI adoption: measuring readiness, shadow AI and manager support — and why people collaborate while AI augments their work. Start with the H2H & H2M service matrix, run the Readiness Audit, or .

Oct 7, 20268 min read

What Is Workslop? Why AI Output Is Breaking Collaboration Between Colleagues

Workslop is AI-generated work that looks finished but does not move the task forward, so the colleague who receives it has to interpret, fix, or redo it. Four in ten US full-time employees received workslop in the past month (Niederhoffer et al., HBR, 2025). It is not a technology failure. It is a failure of collaboration between people.

AI Adoption

Collaboration (H2H)

AI in the Coordination Layer

Measurement

RECODE Method

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Sep 23, 20269 min read

Three in Four Companies Haven't Told Employees Why They're Implementing AI. What Fills That Silence?

Organizational AI integration surged from 38% to 47% in a year, while the share of employees who heard a clear AI plan stayed flat at 25% (Gallup, 2026). What grows in that silence — and the three elements a plan must contain to actually land.

AI Adoption

Change Management

Internal Communication

Shadow AI

RECODE Method

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Aug 25, 202610 min read

"Manager Support Increases AI Adoption 8.7×" — the Error in That Sentence Costs Real Budgets

Gallup's 8.7× multiplier appears in every AI transformation deck. It attaches to perceived transformation, not adoption frequency (1.7×), and it is correlational — which changes where your budget should go.

Aug 21, 20269 min read

AI Is Moving From Advice to Authority. Your Organization Decides Where the Limits Are

16% of people already use AI that acts without human intervention, yet 66% say oversight is essential. The limits of autonomy are set by your human layer, not by the model.

Aug 19, 20269 min read

What Is Pseudo-Collaboration? How to Tell Whether Your Teams Actually Work Together

Full calendars, friendly teams, smooth handoffs — and still no collaboration. Four look-alikes get mistaken for the real thing, and AI deployed on top of them only automates the illusion.

Collaboration

Goal Alignment

Organizational Culture

AI Transformation

Measurement

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Aug 17, 20269 min read

65% Say AI Improved Their Productivity. Only 14% Say It Transformed How Work Gets Done. Why?

Two numbers from the same Gallup study, the same sample, the same quarter. The gap between them is the most expensive one in today's AI implementations — individual gains that never add up to organizational change.

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