Weak use cases are filtered before batch generation
Auto Upload now checks whether a theme deserves batch production before generation starts.
Before a theme enters Auto Upload, StockPhotoScout checks whether it has a real use case, a clear subject, and a lower chance of creating review or keyword problems. Blurry, vague, style-only images are filtered earlier.
Crowded subjects such as wood floors and plain still lifes are filtered earlier
New themes are now about 3x less likely to overlap with existing stock content.
The new flow checks whether a theme direction is already overcrowded before generation and Auto Upload. High-quality but saturated subjects such as texture backgrounds, plain-background still lifes, and common object shots are filtered earlier.
GPT batches no longer wait image by image
GPT batch jobs now generate multiple images at the same time. When the service is healthy, a 100-image task takes roughly one third of the old wait.
GPT is useful for detailed stock images, but large batches used to take longer to wait. The current flow runs multiple images at once, retries temporary failures automatically, and stops earlier with a clearer message when a task cannot continue.
What is filtered earlier now
| Step | What used to slip through | What gets checked earlier |
|---|---|---|
| Auto Upload themes | Generatable themes could still enter a batch | Buyer use, subject clarity, and review risk are checked first |
| Similarity | Crowded stock subjects could still enter a batch | Overcrowded topics are checked before generation |
| GPT generation | Large batches took longer to wait | Multiple images generate at once, with retries and earlier stop handling |
FAQ
Do completed upload tasks change?
No. Completed tasks are not changed. New tasks use the updated theme gates, similarity checks, and GPT batch generation behavior.
What does lower similarity risk mean here?
New tasks filter crowded themes earlier, so fewer similar directions enter generation. This describes StockPhotoScout's pre-generation filtering, not an approval or download promise.
Should I use Custom Themes or Auto Upload first?
Use Custom Themes if you are still choosing the idea. Use Auto Upload when you already have themes and want to generate images and metadata.