Teams that recognise the pain
A Drive folder or Shopify admin upload triggers the run. Gemini 2.5 Vision describes each shot in structured form (subject, background type, lighting issues, crop problems). Gemini 2.5 Flash Image re-generates the product on a clean studio backdrop, prompt derived from the vision output. Real-ESRGAN upscales to 4096px. Output files named {sku}-{variant}-{hash}.webp write back to Shopify product media via the Admin API, or to Drive. 200 product shots in 40 minutes wall time at about $6 in model spend.
Before
Today, studio photo generator is a manual ritual. Someone owns the spreadsheet, the inbox, or the doc. The work is repetitive and rarely the highest-leverage thing they could be doing.
After
Studio Photo Generator runs as a wired pipeline. Triggers fire automatically, the model picks the right move, and the output lands in the tool the team already opens every day.