Custom workflows
for product and fashion visuals
MEASURABLE OUTCOMES
Built for production teams that need repeatable quality
Catalog intelligence, built into every step
Every workflow understands your whole catalog, not just one image at a time. SKU- and marketplace-aware rules apply consistently before anything is generated or exported.
01 Detect
Understand the image, category, orientation, input quality, and asset type.
02 Transform
Clean up, enhance, resize, normalize shadows, and prepare the input.
03 Preserve
Keep labels, textures, geometry, garment shape, logos, and product details intact.
04 Decide
Apply rules by image type, SKU, marketplace, product family, or channel.
05 Generate
Deliver catalog-ready images, short videos, PDP sets, and platform exports.
For marketplaces, brands, and agencies
Start with a production problem. Claid turns the rules, checks, prompts, edits, and outputs into a repeatable workflow.
Automated model photos
Flatlay / ghost mannequin input → Front / back identification → Fashion model selection → Photo generation with pre-built prompts (multiple poses per each model)
Logo restoration on clothes
Input image → Resize → Logo area crop → Damaged logo replacement → Blend into the image
Garment color change
Input on-model image → Pantone mapping → Background color change → Format change → Aspect ratio change
Model swaps for diversity
Input on-model image → Face area detection → Target model selection → Face swap → Skin tone and lighting blending → Consistency check → Final enhancement
Video generation at scale
Input → Image intelligence (checking aspect ratio, resolution, orientation) → Outpainting → Quality enhancement → Analysis to choose the video direction and prompt → Prompt → Short video generation
Catalog diversification
Input image → Image analysis → Relevant prompt → Photo generation (multiple camera angles)
Marketplace standardization
Seller images → Category detection → Crop and alignment rules → Resolution enhancement → Shadow normalization → Export
Full SKU visual sets
Single SKU image → Variant detection → Required asset list generation → Background / angle / crop rules → Batch generation
Product detail close-ups
Input image → Key detail detection → Crop planning → Detail enhancement → Texture preservation → Background cleanup → Export
Automotive image cleanup
Input image → Car part categorization → OCR (extracting text) → AI retouch (cleanup, category-specific tasks) → Text restoration → Background standardization
Property photo optimization
Input property photo → Interior / exterior detection → Exposure and color balancing → Object cleanup → Lighting enhancement
Food image standardization
Messy dish photos → Food detection → Background cleanup → Color and lighting correction → Standardized background → Format per platform
Run it your way
Fully managed. No engineering required. Claid’s forward-deployed team builds, maintains, monitors, and continuously optimizes the workflow for you.
- No engineering required
- Custom pipeline built and maintained
- Continuously refined as your catalog grows
- Connected to your business systems
- Safe data handling and compliance
- Custom contracts and SLAs
Prefer to integrate it into your own stack? Explore our APIs for full control and high-throughput access.
CUSTOMER STORY
“Claid helped us automate a complex fashion photo workflow, reducing turnaround time by 3x.”
Kasta uses Claid’s AI fashion tools in a custom, multi-layered workflow built for catalog-scale production.
Read full story
Kasta · Fashion marketplace
Brief → Build → Run and refine
Send us the brief. We map the steps, build the pipeline, and keep refining it as your catalog grows. Here’s what that looks like for two different workflows.
Fashion: flatlay to full on-model catalog
Existing images
On-model photos
Multiple poses
Face swap
Detail preservation
Catalog export
See how Kasta cut on-model photo production time by 3x. Explore AI image automation for fashion.
Marketplace: standardizing seller-uploaded car listings
Messy upload
Background removal
HDR adjustment
Clean-up
License plate blur
Catalog export
See how Caranty cut photo processing time by 30x. Explore AI image automation for automotive.
From request to production-ready visuals, automatically
Claid will connect image intelligence, prompt logic, editing, generation, QA, and workflow orchestration for your particular use case.
Process messy inputs at scale
Apply custom rules
Preserve product details 100%
Reduce manual work
Let’s build the workflows that get the job done
Automate the repetitive, manual, and hard-to-scale parts of visual production. From image cleanup and catalog standardization to on-model generation and short videos, we’ll build the workflow around your exact needs.
- Fashion pipelines (flatlay to model, multi-pose generation, face swaps)
- Marketplace image standardization across sellers
- Product background generation and catalog formatting
- Color variation and SKU expansion
- Image-to-video automation for ads