Retail AI data, licensed down to the last product.
Retail models see products, read listings and talk to shoppers. They need imagery you are allowed to use, attributes that are right and judgments from people who know the category.
Retail & e-commerce, with proof.
Retailers and marketplaces use models for visual search, catalog enrichment, attribute extraction, product recommendations, virtual try-on and shopping assistants. Each depends on data that is surprisingly hard to get right. Product photographs carry photographer rights and model releases. Attributes like fit, fabric and compatibility need category knowledge. Search relevance needs judges who understand what a shopper meant. HUMXN sources licensed imagery from consenting creators and commissions category specialists to label, write and grade, against a specification you agree. A pilot batch comes first.
Fashion and lifestyle imagery is where rights questions bite. Every work in our catalogue records its AI-training permission and licence terms, and photographs showing identifiable people are only offered for training with a model release and consent on file. Images are fingerprinted at intake with crop-tolerant perceptual hashes and checked for duplicates and conflicts. Generator signatures in EXIF and XMP, IPTC digital-source-type fields and C2PA records are detected, so AI-generated product shots are labeled or excluded according to your spec.
Licensed image deliveries carry forensic delivery marks, and every item ships with an Ed25519-signed provenance record and a C2PA manifest where the format allows. A signed receipt lists every item by ID and hash. When a model generates or ranks images in front of customers, that documentation gives your legal and brand teams a clear account of what it learned from. Standing orders keep new seasons and categories flowing as your assortment changes.
Built to your specification.
Every engagement starts from a written spec and a pilot batch. These are the most common requests we source for retail & e-commerce.
Licensed product photography
Studio and lifestyle product images with training permission, licence terms and model releases bound to each item.
Catalog attribute labeling
Category, material, fit, color, compatibility and style attributes labeled by category specialists to your taxonomy.
Search relevance judgments
Query-to-product relevance grades from trained judges, with guidelines tuned to your catalog and second review on disputes.
Product description writing
Accurate, on-brand descriptions and comparisons written by experienced copywriters from product data, for fine-tuning generators.
Shopping assistant demonstrations
Expert-written conversations and graded assistant answers for sizing, compatibility and returns questions.
Multilingual catalog data
Product text translated and localized by professional translators, reviewed for terminology across your markets.
01Image rights
Scraped product and model photos carry rights you may not hold. Training permission and releases are bound to every image we deliver.
02Attribute errors
A wrong size or material label becomes a return. Category specialists and second review keep attributes accurate.
03Generated imagery
AI-generated product shots blur what is real. Human-origin records and signature detection keep them labeled or out.
Retail & e-commerce: asked often.
Are the product images cleared for AI training?
Every catalogue work records its AI-training permission and licence terms, and photographs showing identifiable people are only offered for training with consent and a model release on file. Licensed image deliveries carry forensic delivery marks and a signed receipt listing each item by ID and hash. Your counsel should confirm the licence fits your intended use.
Can you label attributes to our own taxonomy?
Yes. We pilot your taxonomy on a small batch first, so ambiguous categories and edge cases surface early, then category specialists label to the agreed guideline. Labels record whether they came from a creator, an AI suggestion or expert review, and disputed items go to a second reviewer.
How do you handle AI-generated product images?
Each work records whether it is human-created, AI-assisted or AI-generated. Generator signatures in EXIF and XMP, IPTC digital-source-type fields and C2PA records are detected at intake. Your spec decides whether generated images are excluded or included with their label, so your models know what they are learning from.
What formats do you deliver retail data in?
Images with captions in COCO format or WebDataset shards, attributes and judgments in CSV, JSON Lines or Parquet, and Croissant 1.0 metadata for the dataset. Approved buyers can pull deliveries through the API, and standing orders can deliver new categories on a regular cadence.
How is pricing set?
By the type of content, licence scope, labeling depth, review and volume. Exclusive licences on lifestyle imagery with releases cost more than non-exclusive product shots. Detailed attribute labeling costs more than single-category tags. Volume and standing orders reduce the unit price, and we quote after scoping.
Tell us what your model needs to learn.
Send a brief in five minutes. A data lead replies within one business day with questions and a first sourcing plan.