AI image generation has matured from novelty to production capability. E-commerce platforms generate product visualizations. Marketing teams create custom imagery at scale. Design tools assist creative workflows. Understanding model capabilities and limitations enables effective product integration.
Model Comparison
DALL-E 3 provides the strongest prompt understanding with OpenAI's safety guardrails. Midjourney excels at artistic, aesthetic imagery. Stable Diffusion offers open-source flexibility with fine-tuning capabilities. Each suits different use cases and integration requirements.
- Use DALL-E for applications requiring reliable prompt following
- Consider Midjourney for marketing visuals prioritizing aesthetic quality
- Deploy Stable Diffusion for custom fine-tuning and on-premise requirements
- Implement content moderation for user-generated prompt scenarios
- Plan for API costs at scale—image generation is expensive
Product Integration
Production integration requires handling generation latency, implementing retry logic, and caching generated images. Consider async generation for user-facing applications. Implement quality filtering to catch poor generations before display. Monitor generation costs carefully.