Frequently Asked Questions
Common questions about Asset Forge, image generation, pricing, and more.
What kind of images does Asset Forge generate?
Asset Forge generates photorealistic, studio-quality images using FLUX 1.1 Pro. The output is 1024×1024 PNG files. With background removal enabled, you also get transparent PNG versions. The visual style is controlled by your style guide — you can produce anything from minimalist product photography to rich editorial-style compositions.
How long does it take to generate images?
Each image takes approximately 15-20 seconds end-to-end (prompt writing + image generation + background removal). A batch of 100 images takes roughly 25-35 minutes. You can monitor progress in real time on the Batch Generate page.
Can I use the images commercially?
Yes. Images generated by Asset Forge are yours to use for any purpose, including commercial applications like apps, websites, e-commerce stores, and marketing materials.
How does the feedback loop work?
When you leave feedback on generated images and click "Revise with AI," the system loads the actual PNG files and sends them alongside your text feedback to a vision model. The AI can see the visual problems (not just read your descriptions) and makes targeted revisions to your style guide. The feedbacked images are then regenerated with the improved prompt. See the Review & Feedback docs for details.
Do credits expire?
No. Credits are a one-time purchase and never expire. They remain in your account until used.
What export formats are available?
You can export as JSON (complete object array), CSV (spreadsheet-compatible), or directly to Supabase Storage (images uploaded with public HTTPS URLs). All formats include your custom schema fields with AI-generated values.
What if I'm not happy with the generated images?
That's exactly what the feedback loop is for. Leave specific feedback on images that need improvement, then use "Revise with AI" to automatically update your style guide. You can also use the Style Lab to iterate on your visual style with small test batches before running a full generation.
Can I generate images one at a time?
Yes. In the Brainstorm chat, ask the AI to "generate an image of [item]" and it will create a single test image. This is useful for validating your style guide before running a full batch.
What happens if a generation fails?
Failed generations don't consume credits. The item remains in your queue and you can retry it in the next batch run. The failure is logged in your project's activity log.
Can I use my own images or reference photos?
You can paste reference images into the Brainstorm chat and ask the AI to analyze them for style, composition, lighting, and colors. The AI uses this analysis to help you write a better style guide. However, Asset Forge generates new images rather than editing existing ones.
How is my data stored?
All project data (images, metadata, chat history, settings) is stored in Supabase — a hosted PostgreSQL database with cloud storage. Images are served via public HTTPS URLs from Supabase Storage. Your data is isolated per project and protected by row-level security policies.
Is there an API?
Currently, Asset Forge is available as a web application only. An API for programmatic access is planned for a future release.