What Each Scoring Dimension Means

Feed Quality

Measures data completeness. Every required field in your product feed contributes to this score. It carries the largest weight of any category.

What Is Measured

• Title: Present, with the most important words at the front
• Description: Present, and not a copy of the title or of a supplier text
• Brand: Present and standardized (not misspelled or inconsistent)
• GTIN or MPN: Present and valid format
• Images: At least one accessible image URL, with larger images scoring better
• Price: Present and in a valid currency format
• Google product category: The product has a category assignment
• Availability: Availability status is specified (in stock, out of stock, preorder)

Why It Matters

Missing feed data makes your product invisible to shopping ads, comparison sites, and AI crawlers. Products with complete feed data are more discoverable and rank higher in aggregated results.

Keyword Coverage

How well your product targets search demand. It improves most when you connect Google Search Console.

Before Google Search Console

Without GSC, EcomIQX infers keywords from your title and description using NLP (natural language processing). It extracts nouns, noun phrases, and product attributes that should be ranking keywords.

Example: "Waterproof camping tent 4-person" extracts: waterproof, camping, tent, 4-person.

After Google Search Console

With GSC connected, EcomIQX matches your actual search queries to products. The checks are:

• Primary keyword in title: Does your title include the primary keyword, and where is it placed?
• Keywords in description: Do secondary keywords appear in the description?
• Keyword density: Are keywords used naturally, or stuffed?
• Keyword variety: Are you targeting related long-tail variants, or just one exact phrase?

Why It Matters

Keyword coverage is a strong driver of organic search traffic. A product optimized for the right keywords can rank higher and get more impressions.

Readability

Measures how easy your content is to read and scan, using five checks.

1. Sentence Length Variety

Descriptions with a mix of short and longer sentences score well. Descriptions where every sentence is very long or every sentence is very short score poorly.

2. Paragraph Structure

Short paragraphs score well. A single wall of text scores poorly.

3. Vocabulary Diversity

Repeating the same adjective many times scores poorly. Using "durable", "sturdy", "reinforced" scores well.

4. Filler Word Ratio

Penalizes excessive filler words such as "very", "really", "quite", "just", "actually", "basically". These add no value.

5. Flesch-Kincaid Grade Level

Calculates reading complexity. For ecommerce, copy that a broad audience can read without effort works best. Text that is too dense or too technical scores lower.

Why It Matters

Readable content keeps users on your product page longer. Readable descriptions also work better for voice search and AI-generated summaries (GEO).

Conversion Copy

Measures whether your description motivates purchase, using two checks.

1. Benefit Statements

Does the description tell the buyer why they want this product? Examples:

• Good: "Memory foam insole reduces foot fatigue on long runs"
• Poor: "Memory foam insole"

EcomIQX looks for benefit-focused language: "reduces", "improves", "prevents", "enables", "makes", "allows".

2. Feature Specificity

Are features concrete or vague?

• Good: "Double-stitched seams, rated for 500 wash cycles"
• Poor: "High quality stitching"

Why It Matters

Conversion copy directly affects click-through and conversion. Products with strong benefit statements and specific features tend to convert better than generic descriptions. Prove it on your own catalog with a holdout test.

GEO: Generative Engine Optimization

Measures how likely your content is to be cited by AI search engines (ChatGPT, Perplexity, Google AI Overviews).

The GEO Checks

Specification Density

How many specific, verifiable facts versus vague marketing language? Counts dimensions, weight, materials, certifications and performance specs. An adjective without backing, such as "durable" without a rating, lowers this score.

Entity Clarity

Are named entities (brands, materials, standards, certifications) explicitly named?

• Good: "Gore-Tex waterproof membrane", "ISO 9001 certified", "Qualcomm Snapdragon 8 Gen 3"
• Poor: "proprietary technology", "premium materials", "industry-leading"

Question and Answer Format

Is content organized in a way AI can easily parse, such as an FAQ section, a specification list or clear headers, rather than a single paragraph of prose?

Content Comprehensiveness

Does the description answer common questions a buyer might ask? "Fits shoe sizes 5-13, weighs 6.2 oz, machine washable" is more complete than dimensions alone.

Citation-Worthy Claims

Can AI cite specific facts, or is everything opinion? "Rated for 200,000+ actuations (verified by lab testing)" can be cited. "The best option on the market" cannot.

Answer-Ready Opening

Does the description open with a clear statement of what the product is and who it is for, so an AI answer can lift it directly?

Description Length for AI

Is there enough content for AI to extract facts from? Very short descriptions cannot score well on GEO, and longer descriptions help only when all content is relevant.

Why It Matters

AI search is growing. Products optimized for GEO are more likely to be cited in AI-generated answers, driving referral traffic.

Live Page and Cross-Reference

When a live-page crawl is available, EcomIQX scores the page as shoppers see it and cross-references the title, description and image against your feed. Mismatches between feed and page are flagged because they cause disapprovals and lost trust.

Where Images, Schema and On-Page SEO Fit

Images are checked as part of Feed Quality and, with a crawl, in the cross-reference. Schema markup and on-page SEO are not separate weighted categories in the product score. They still matter for rich results and AI visibility, so keep them in good shape alongside the scored categories.

Putting It All Together

To maximize your overall score:

1. Complete feed data first, since it carries the largest weight
2. Write conversion-focused copy: benefits and specific features
3. Improve GEO signals: add facts, specs, entity names, FAQ sections
4. Refine readability: short paragraphs, sentence variety, eliminate filler
5. Connect Google Search Console and fix keyword coverage against real queries