Acceptance
Define “usable” before you optimize generation volume.
Workflows for SaaS, ecommerce, marketing, and portraits — review loops, safe defaults, and where humans still matter before a generated asset ships.
Add in-app AI image generation to SaaS with API keys, budgets, safety, metering, and failover already behind your server boundary — not in the browser.
Read the guide →Ecommerce product image API for angles, scenes, and catalog variants. Explore on the fast lane, then promote winners to premium before they hit the storefront.
Read the guide →Marketing creative image API for campaign exploration — burn multivariate territories on fast credits, then run premium passes only for the direction that wins.
Read the guide →AI portrait API with 960x1472 presets, fictional-subject rules, and fast or premium routing for character, avatar, and editorial workflows your product can ship.
Read the guide →The real unit of work is an approved asset — listing shot, campaign concept, avatar option. Map who prompts, who reviews, how many variants you need, and which failures must never auto-retry.
Define “usable” before you optimize generation volume.
Put eyes where brand truth, identity, or publication risk peaks.
Measure cost per accepted deliverable, including discards.