Scoring Dimensions Overview
An overview of all 9 scoring dimensions Vantage uses to calculate your AI readiness score
Last updated: 18th February 2026
Scoring Dimensions Overview
Vantage evaluates your products across 9 distinct dimensions. Each dimension measures a specific aspect of product data quality, and each contributes a weighted portion to the overall composite score.
The 9 dimensions at a glance
| Dimension | Weight | What it measures |
|---|---|---|
| Title Quality | 16.7% | Is the title descriptive, branded, and well-formatted? |
| Description Quality | 16.7% | Is the description detailed, factual, and well-structured? |
| Attribute Completeness | 16.7% | Are the expected attributes for this product category filled in? |
| Product Identifiers | 13.3% | Does the product have SKUs, GTINs, or manufacturer part numbers? |
| Category & Taxonomy | 11.1% | Is the product properly categorized with sufficient taxonomy depth? |
| Image Quality | 8.9% | Are there enough images with descriptive alt text? |
| Variant Structure | 5.6% | Are variants named consistently with proper SKUs and pricing? |
| Pricing & Availability | 5.6% | Is pricing present, accurate, and inventory tracked? |
| Policy & Compliance | 5.6% | Are return policies, shipping info, and warranties documented? |
How the composite score works
Your composite AI Readiness Score is a weighted average of all 9 dimension scores:
Composite Score = (Title * 16.7%) + (Description * 16.7%) + (Attributes * 16.7%)
+ (Identifiers * 13.3%) + (Category * 11.1%) + (Images * 8.9%)
+ (Variants * 5.6%) + (Pricing * 5.6%) + (Policy * 5.6%)
Each dimension is scored from 0 to 100 independently, then combined using the weights above.
About Reviews & Trust Signals
You may notice there are 9 dimensions rather than 10. The Reviews & Trust Signals dimension is planned for Phase 2. Its weight has been redistributed proportionally across the existing 9 dimensions, so your scores are calculated on a complete 100% scale.
The three highest-weighted dimensions — Title Quality, Description Quality, and Attribute Completeness — account for 50.1% of your total score. Improving these three areas gives you the biggest return on effort.
Where to start
If you're looking to improve scores, we recommend reading the dimension pages in weight order — start with the top three, then work your way down. Each page includes scoring breakdowns, tips, examples, and common mistakes.
- 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%)