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The closed-loop solution that future-proofs your product catalog.

ReFiBuy ingests, enriches, distributes, and monitors product data so your SKUs stay optimized for Agentic Shopping Engines.

ReFiBuy
Commerce Intelligence Engine

Built for product catalogs in an agent Agentic Shopping era: Ingest. Evaluate. Enrich. Distribute. Sync. Monitor. Six capabilities for continuous, SKU‑level optimization.

Ingest and Evaluate
Enrich and Distribute
ReFiBuy Ingest Catalog

Ingest Catalog

Bring your catalog - any format, any system. We pull from PIM/ERP, feeds, APIs, or web extraction, then normalize fields, group variants, and validate records.

The result is a clean, queryable source of truth ready for downstream evaluation and automation.

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Enrich Catalog

Turn human-optimized product data into Agentic Shopping Engine ready product data. Enrich applies approved improvements at the catalog level, filling missing attributes and upgrading titles, descriptions, bullets, and key features.

 

Fully GenAI-optimized product content is the result and human-in-the-loop approval ensures quality and brand consistency.

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Monitor Catalog

Know how your products perform on the AI digital shelf. On a rolling sample of SKUs, Monitor runs shopper-like prompts across engines, captures screenshots, and scores each product on Visibility, Data Quality, and AI Digital Shelf (your share of  product card ownership vs. competitors).

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Every insight links back to the exact actionable solution, closing the loop from detection to resolution.

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Evaluate Catalog

See what AI shopping engines actually "see". Evaluate audits PDP structure and catalog data per SKU, flags GEO (Generative Engine Optimization) blockers (schema.org issues, crawlability, JS-only content), and inspects titles, images, variants, and attributes.

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Findings roll up into a per-product scorecard across Content Quality, GEO Structure, LLM Semantic Quality, and User Experience providing a prioritize, actionable list of solutions.

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Distribute Catalog

Publish engine-ready product data to the places that matter.

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We deliver your enriched catalog to Agentic Shopping Engines in the formats they can ingest, with delivery status and error handling built in.

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Sync Catalog

Move enriched data wherever your
workflow lives.

 

Export to a file or connect back to your ecommerce platform or PIM.

Sync and Monitor

Works on all Gen AI Search Engines

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ReFiBuy Is Different

ReFiBuy doesn’t just prepare your catalog. We make sure your products win on the GenAI digital shelf.

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ReFiBuy gives a full 360° view with measurable and actionable results.

ReFiBuy Evaluate Catalog
ReFiBuy Ingest Catalog
ReFiBuy Distribute Catalog
ReFiBuy Enrich Catalog
ReFiBuy Sync Catalog
ReFiBuy Monitor Catalog
Evaluate â€‹

We show you exactly how AI shopping engines see your products, auditing PDPs and catalog data per SKU, flagging GEO blockers, and surfacing missing attributes. The result: a prioritized scorecard of fixes.
 

 

Generate & Enrich 

Our agents fill gaps and upgrade content. From dimensions and materials to titles and descriptions, we create GenAI-ready attributes and richer copy that improves both shopper experience and GenAI ranking.

 

Monitor

We continuously track how your products appear on the GenAI shelf. By querying LLM engines with real shopper prompts, we show visibility, accuracy, and share of shelf backed by screenshots and actionable receipts.

 

Closed-Loop Optimization

Every finding flows back into Evaluate, ensuring your catalog keeps improving until your products consistently own the product card.

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