Features

An overview of what Vantage does — AI readiness scoring, optimization suggestions, metafield write-back, and dashboard analytics

Last updated: 6th June 2026

Features

Vantage gives your Shopify catalog a clear, actionable measure of how ready it is for AI shopping agents — and a prioritized path to improving it. Here's what's inside.

AI Readiness Scoring

Every product is scored 0–100 across nine weighted dimensions. The composite score is a weighted average of all nine, and scoring is rule-based and deterministic — there are no black-box AI decisions, so you can always see exactly why a product scored the way it did.

The nine dimensions, by weight:

DimensionWeight
Title Quality16.7%
Description Quality16.7%
Attribute Completeness16.7%
Product Identifiers13.3%
Category & Taxonomy11.1%
Image Quality8.9%
Variant Structure5.6%
Pricing & Availability5.6%
Policy & Compliance5.6%

Scores map to tiers: Excellent (90+), Good (70–89), Moderate (50–69), and Poor (below 50).

Explore the Scoring Dimensions

Optimization Suggestions

For every product, Vantage generates specific, prioritized recommendations — what to fix, why it matters, and the expected score impact — starting with the highest-weight dimensions so you get the biggest gains first.

Read the Optimization Guide

Metafield Write-Back

Vantage writes your AI Readiness Score and a last-optimized timestamp directly to each product's metafields. These flow into Shopify Catalog syndication, giving AI platforms a quality signal for your products.

How metafields reach AI agents · Metafield writing settings

Dashboard Analytics

See your whole catalog's health at a glance: your average AI Readiness Score, the distribution across tiers, your weakest dimensions, and the lowest-scoring products to prioritize.

Take the Dashboard tour

Built for AI Shopping Agents

Vantage is purpose-built for how ChatGPT, Google Gemini, Microsoft Copilot, and Perplexity actually discover products — by reasoning over structured product data, not by browsing web pages.

Learn how AI agents discover products

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Note

New to Vantage? Start with the Quick Start Guide to run your first audit in under five minutes.