The enterprise technology industry has a peculiar relationship with accountability. When it comes to cloud uptime, latency, and data security, we expect contractual guarantees, SLAs, and clearly defined remedies. But when it comes to AI-generated outputs, the actual content these systems produce, we've quietly accepted a different standard: best effort.
I've spent years in commercial and operational roles at companies like Gap, Amazon, and Door Dash / Wolt. In every one of those environments, product visuals weren't a marketing nice-to-have. They were infrastructure. A wrong color on a listing didn't just look bad; it drove returns. A missing ingredient on a food image wasn't an aesthetic issue; it was a trust issue that compounded at scale and was dangerous to our customers.
