The Lab Notes
Original analysis on growth, design, development, and applied AI — written by the Agent 10/10 team.

AI
AI Agents for Small Businesses: Where They Actually Move the Needle
A practical look at where AI agents create real leverage for small teams — and where they quietly waste money. Our framework for picking the first workflow to automate.

Tech Industry
Google's Scaled Content Policy: Why Mass-Rewritten Articles Backfire
Reworded news at scale is the fastest way to get demoted. Here is what Google’s 2024 policy actually targets, and the originality-first approach that ranks instead.

Experiments
We Made One Button Heavier. Conversions Rose 18%.
A small experiment on a single call-to-action — visual weight, copy, and placement — and the surprisingly large effect on qualified bookings.