#ai-productivity

Twenty studies that measured how AI productivity gains differ by worker and task, in one table. Novices usually gain most, with exceptions the rows show.

A thought experiment: one hire finishes 100 pieces in five days with a pipeline, another in ten with a chat window. What the tracker sees, and who gets paid.

Wispr Flow, superwhisper and Aqua Voice compared on architecture, listed pricing and the accuracy claims none of them ever benchmark against each other.

Anthropic brings Cowork to web, iOS, and Android with background cross-device tasks and doubled usage limits through Aug 5. What teams should set up.

Anthropic's Claude Reflect (beta, July 9, 2026) shows your topics, most-active day, and peak hour — but it's a personal mirror, not a team console.

GPT-5.6 became the preferred model across Word, Excel, PowerPoint, Chat, and Cowork the same day as GA. A team playbook for Microsoft 365 Copilot.

Anthropic's 400K-session study: non-coders succeed at nearly the rate of engineers. Domain expertise, not coding skill, drives the gap — here is the playbook.

Anthropic's study of 400K Claude Code sessions finds domain knowledge beats coding background. What the data means for hiring, agencies, and senior judgment.

OpenAI is putting Codex inside ChatGPT with 6 role plugins, Sites, and Annotations. Knowledge workers are now 20% of users, growing 3x faster than devs.

METR finds AI slows experienced devs 19%, yet speeds some tasks 44%. Navigate conflicting research with this ROI framework for AI coding tools.