AI-Generated Bike Ads Backlash: How Image Pipelines Should Be Built
A U.S. outdoor shop faced backlash over an AI-generated bike ad image, highlighting credibility and factuality risks. This post analyzes the industry pain points and proposes a measurement-driven image pipeline using browser-first tools like FreeGen.