Catalog intake and source staging
Map CSV and XLSX fields, check each row, import in the background, preserve source history, and review changes in one path.
Product
One approved product record, ready for every sales channel.
Bring catalog uploads, product details, human review, quality checks, and sales-channel requirements together. An AI draft never becomes approved product data on its own.
End-to-end product
One operating system for stronger product decisions.
One approved product record
Products, variants, assets, attributes, source history, edits, and approvals remain reviewable inside the workspace.
AI drafts with human approval
AI drafts structured product content with confidence. Your team accepts, edits, or rejects every value before it becomes approved product data.
Product-page, asset, and channel quality
Check product pages (PDPs) and assets beside channel requirements, keeping missing content and blockers visible before publishing.
Controlled exports and store updates
Prepare CSV and JSON exports or publish approved updates back to your store, with per-item results kept explicit.
Client-safe catalog insights
Catalog quality, source health, freshness, review progress, readiness, and blockers are aggregated without exposing HQ commercial or provider diagnostics.
Discovery and styling workbenches
Visual Search, Shop Similar, Outfit Graph, Shop-the-Look, and styling briefs help merchandisers explore and review product relationships.
Decision signals
Confidence and readiness answer different questions.
Tessaire keeps suggestion confidence separate from the requirements that determine whether a product is ready for its next channel.
- Attribute confidence
- How strongly an AI-drafted suggestion is supported, and whether it needs closer human review.
- Channel readiness
- Whether approved product content and assets meet a sales channel’s requirements before anything is published.
Operating model
Follow the states, then decide what moves forward.
The workflow view shows where validation, review, approval, staging, and explicit external boundaries enter the sequence.