BackPlaybook
GrowthUP Partners

When you want to renegotiate your role around AI skills

The Move

Position AI skills as a multiplier on your existing strengths, not a pivot to a new identity. Make the business case, not the personal ask.

The Script

"I've been thinking about where AI can have the most impact on [team/department goal]. I've mapped three areas where my current expertise plus AI tools could save us [time/cost/quality improvement]. I'd like to propose a 90-day experiment."

Your AI Prompt

I want to propose expanding my role to include AI-augmented responsibilities in [area]. Draft a 90-day experiment proposal: name the business problem, the AI approach, three success metrics, and what I'll need (time, tools, access). Frame this as me leveraging my existing expertise, not learning a new skill. Under 150 words.

Why This Works

Carvajal, Franco & Isaksson (NHH 2024) found the AI prompting skill gap is about practice volume, not capability, and deliberate practice closes it. Noy & Zhang (2023) showed AI augmentation improved writing quality by 18% and speed by 40%. Framing the ask as a multiplier on proven strengths makes it a low-risk investment for your manager, not a development expense.

Research Behind This Move

Will Artificial Intelligence Get in the Way of Achieving Gender Equality?

Carvajal, Franco & Isaksson ยท NHH Discussion Paper 03/2024 (SSRN:4759218) ยท 2024 (revised April 2025)

AI in 2026: From Adoption to Agentic

Neeley, Riley, Sadun, Lakhani, Dell'Acqua, Paulson, Groysberg et al. ยท Harvard Business School Working Knowledge ยท February 2026

Experimental Evidence on the Productivity Effects of Generative AI

Noy & Zhang ยท Science ยท 2023