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:
| Dimension | Weight |
|---|---|
| Title Quality | 16.7% |
| Description Quality | 16.7% |
| Attribute Completeness | 16.7% |
| Product Identifiers | 13.3% |
| Category & Taxonomy | 11.1% |
| Image Quality | 8.9% |
| Variant Structure | 5.6% |
| Pricing & Availability | 5.6% |
| Policy & Compliance | 5.6% |
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.
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.
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
New to Vantage? Start with the Quick Start Guide to run your first audit in under five minutes.