How I Added a Free AI Product Photo Generator to a Zero-Budget Toolbox
I run a small AI toolbox for Chinese e-commerce sellers. The whole thing is built with vanilla HTML, one cheap Node server, and free APIs. Last week I added a ninth tool: a product-photo generator that costs $0 per image and needs no API key. Here is the weird part: the hard problem was not image generation. It was getting the model to understand Chinese product descriptions. The stack Static…
A Chinese e-commerce seller created a free AI toolbox for sellers, using vanilla HTML, a cheap Node server, and free APIs. The toolbox now includes a product-photo generator that costs $0 per image and has no API key. The hard part was getting the model to understand Chinese product descriptions. The static frontend is hosted on Netlify, and a small Node HTTP server handles text generation.
Pollinations generates free images without requiring a signup, API key, or credit card. The image endpoint returns a JPEG directly, which can be opened in a browser or fetched server-side. The free tier is rate-limited, returning a yellow image indicating the limit has been reached. To handle this, the tool visually checks the generated image and advises users to wait 45 seconds before retrying.
A translation step converts Chinese product descriptions and scenes into English keywords for better image generation. The final image prompt adds details like clean composition and no text or watermark. Node fetch can sometimes hang, so the tool adds a DNS setting to fix this issue and retries the image request up to four times.
The workflow involves typing a product name and optional scene, translating the scene into English keywords, requesting a 768×768 image, and saving the image with a long-press or right-click. The tool can be improved with optional reference-image upload, queuing requests, and adding background removal after generation. The limitation is clear, and users are warned not to use the output as a fake real shot on a product page.
The tool is free and open-source at https://xiaoshengyi-toolbox.netlify.app/tools/tupian.html?utm_source=devto&utm_medium=social&utm_campaign=tupian.
Written by urgent.news from Dev.to's reporting — not their text. Machine-written — may contain errors; check the original before relying on it.
