Read before you ship.
Field notes on shipping AI-generated content with human quality control — processes, tool comparisons, and what storefronts now expect.
How to review AI-generated images before you ship them
A practical QA process for AI-generated art: the eight defects that slip past a quick look, three ways to review them, and what a reliable per-item verdict costs.
6 min readPickFu alternatives for testing AI-generated content (2026)
PickFu, Photofeeler, Prolific, Lyssna, in-house review, and batch human QA compared — with real prices and the math on why polling breaks at AI volume.
5 min readWhat is AI slop? And how studios catch it before customers do
AI slop is low-effort AI-generated content shipped without human review. Why storefronts now flag it, the economics that create it, and the three-layer review process that stops it.
5 min readHow to QA AI-generated ad creative before launch
A pre-flight review process for AI-generated ad creative: the defects that survive automated checks — warped logos, garbled text, artifacts across resizes — and what a per-item human pass costs next to the media spend it protects.
5 min read