A quick look at how Graveiens AI partners with teams to deliver human data for AI models.
Product, search, language and moderation data to power discovery and conversion.
Commerce models live and die by clean product data and a real understanding of shopper intent. Graveiens AI structures catalogue, search and review data — text, image and video — so your recommendation, search and support models train on accurate, well-tagged signals.
From attribute extraction and image tagging to query understanding and sentiment, we adapt tooling to your taxonomy and review every deliverable through a four-stage quality workflow.
Talk to our retail data teamCatalogue, search and customer data for e-commerce AI.
Attribute extraction, categorisation and image tagging to enrich product data.
Intent, entity and relevance labelling to improve search and discovery models.
Sentiment, aspect and moderation labelling on reviews and user content.
Image and video annotation for visual search and try-on models.
Representative programmes our retail data services support.
Behaviour and catalogue data for personalisation models.
Tagged imagery and queries for better discovery.
Intent and tone data for commerce assistants.
Retail catalogues change constantly and span millions of items, so consistency matters as much as accuracy. We maintain detailed taxonomies, gold-standard checks and expert review to keep labels consistent at scale, and you are invoiced only for approved deliverables.
Start a retail pilotHow our retail and e-commerce AI data services compare with other providers on catalog, search and QA.
| Provider | Core focus | Modalities | QA / accuracy approach | Engagement model |
|---|---|---|---|---|
| Graveiens AIUs | Retail and e-commerce AI data — product, catalog, search and visual data | Image, text, product catalog, multilingual | Four-stage QA vs a gold standard, ISO 9001:2017 | Pay-on-approval pilots, managed programs |
| Macgence | E-commerce data annotation | Image, text, catalog | Managed crowd with human QA | Project-based managed teams |
| Cogito Tech | Catalog and product image data | Image, text | Human-in-the-loop QA | Managed teams |
| Shaip | Search and language data | Text, image | Domain-expert QA | Off-the-shelf datasets plus services |
| iMerit | Product and catalog data operations | Image, text | Expert-in-the-loop QA | Dedicated managed teams |
| Sama | Product image annotation | Image, text | SamaAssure QA | Managed workforce |
| Surge AI | Search and product data for LLMs | Text, dialogue | Expert human raters | API plus managed service |
Compliance-first delivery and a pay-on-approval model that de-risks every engagement.
Localized data across 25+ languages.
Elastic capacity for catalog-scale work.
Four-stage QA on every batch.
Invoiced only for approved deliverables.
Send us a sample task. You only pay for deliverables you approve.
Book a pilot