A Plain Memo
If you keep starting over with AI — start one tab to the left
If you've bookmarked an AI tool you swore would change your workflow and uninstalled it a week later — this is for you. Almost every "I'll try AI for productivity" attempt fizzles by week two. A quiet minority compound real, durable gains. The difference between those two camps isn't the app.
The productivity-content machine keeps selling you new lists. The evidence says the starting move is upstream of the tool — and once you can name it, the app you use almost doesn't matter. This memo walks through the research (BCG, METR, Brynjolfsson, UCL habit science) and lands on the one concrete move that actually sticks.
ℹ️ AI voice disclosure: This episode uses an AI-generated voice (ElevenLabs). The host is a pseudonymous byline persona (Reid Conlin).
In this memo
Sources
- Dell'Acqua, Mollick et al., "Navigating the Jagged Technological Frontier" — Organization Science (March 2026):
- Brynjolfsson, Li, Raymond, "Generative AI at Work" — Quarterly Journal of Economics (2025):
- METR, "Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity" (2025): — 2026 follow-up: https://metr.org/blog/2026-02-24-uplift-update/
- Lee, Sarkar et al., "The Impact of Generative AI on Critical Thinking" — CHI 2025 (Microsoft + CMU):
- Upwork / Workplace Intelligence, "From Burnout to Balance" (2024):
- Lally, van Jaarsveld, Potts, Wardle, "How are habits formed" — European Journal of Social Psychology (2010):
- Catalini, Christensen, Lakhani, "Some Simple Economics of AGI" (MIT working paper, 2026):
- Chatterji, Cunningham, Deming et al., "How People Use ChatGPT" — OpenAI economic research (Sep 2025):
- Klarna's AI customer-service reversal (2024 launch, 2025 reversal):
- Microsoft 365 Copilot Work Trend Index (2024):