What Each Scoring Dimension Means

Feed Quality (15% of Overall Score)

Measures data completeness. Every required field in your product feed contributes to this score.

What Is Measured

• Title: Present, 30-70 characters, no duplicate titles in catalog
• Description: Present, minimum 50 words, not a copy of title
• Brand: Present and standardized (not misspelled or inconsistent)
• GTIN: Present and valid format (UPC/EAN, 12 or 13 digits)
• Images: At least one image URL, image is accessible and high-res (min 500x500px)
• Price: Present and in valid currency format
• Category: Product has a category assignment
• Availability: Availability status is specified (in stock, out of stock, preorder)

Scoring Logic

Each field is worth 12.5% of the feed quality score. A product with all 8 fields scores 100. Missing two fields = 75 score.

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 (20% of Overall Score)

How well your product targets search demand. This is the highest-weighted dimension and 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, weather-resistant (inferred), durable (inferred).

After Google Search Console

With GSC connected, EcomIQX matches your actual search queries to products. It measures:

• Primary keyword placement: Does your title include the primary keyword?
• Secondary keyword coverage: Are secondary keywords in the first 100 words of description?
• Keyword density: Are you targeting 3-5 keywords naturally, or 20+ (stuffed)?
• Keyword variety: Are you targeting related keywords (long-tail variants), or just one exact phrase?
• Search volume alignment: Are you optimizing for actual search demand (10,000+ searches/month) or vanity keywords (100 searches)?

Scoring Logic

A product gets full credit if:

• Primary keyword is in the title
• 3-5 related secondary keywords appear in the description naturally
• Keyword density is 1-3% (not stuffed, not sparse)
• You are targeting keywords with real search volume

Missing any of these lowers the score proportionally.

Why It Matters

Keyword coverage is the strongest driver of organic search traffic. A product optimized for the right keywords will rank higher and get more impressions. This is why keyword coverage is 20% of your overall score.

Readability (10% of Overall Score)

Measures how easy your content is to read and scan. Uses four metrics:

1. Sentence Variety

Calculates average sentence length and variety. Descriptions with sentences ranging from 5 to 30 words score well. Descriptions where every sentence is 40+ words or every sentence is 5 words score poorly.

2. Paragraph Structure

Paragraphs should be 2-5 sentences. A single 500-word paragraph scores poorly. Multiple 3-sentence paragraphs score well.

3. Vocabulary Diversity

Measures synonym variety. Repeating the same adjective 10 times ("durable durable durable") scores poorly. Using "durable", "sturdy", "reinforced" scores well.

4. Filler Word Penality

Penalizes excessive filler words: "very", "really", "quite", "just", "actually", "basically". These add no value. A description with five filler words in 200 words drops 5-10 points here.

Flesch-Kincaid Grade Level

Calculates reading complexity. For ecommerce, optimal grade level is 6-8 (eighth grade reading level). This is readable by a broad audience but not simplistic.

• Grade 4-6: Excellent (very accessible)
• Grade 7-9: Good (optimal for ecommerce)
• Grade 10-12: Fair (slightly dense, but acceptable)
• Grade 13+: Poor (too technical, too long sentences)

Why It Matters

Readable content keeps users on your product page longer. Lower bounce rates improve SEO signals. Readable descriptions also rank better for voice search and AI-generated summaries (GEO).

Conversion Copy (15% of Overall Score)

Measures whether your description motivates purchase. Looks for five specific elements:

1. Benefit Statements (40% of conversion score)

Does the description tell you WHY you want this product? Examples:

• Good: "Memory foam insole reduces foot fatigue by 60% on long runs"
• Poor: "Memory foam insole"

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

2. Feature Specificity (30%)

Are features concrete or vague?

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

3. Social Proof (15%)

Does the description reference ratings, reviews, or awards?

• Good: "Rated 4.8 stars by 2,340 customers" or "Amazon Choice"
• Poor: No mention of credibility

4. Urgency or Scarcity (10%)

Is there motivation to buy now (not later)?

• Good: "Only 3 in stock" or "Limited edition"
• Poor: No urgency mentioned

5. Clear CTA or Call-to-Action (5%)

Does the description end with next steps?

• Good: "Add to cart" or "Check color options"
• Poor: Description ends abruptly

Why It Matters

Conversion copy directly impacts click-through rate and conversion rate. Products with strong benefit statements and specific features convert 20-40% higher than generic descriptions.

GEO: Generative Engine Optimization (15%)

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

Six Sub-Dimensions

1. Spec Density (20%)

How many specific, verifiable facts vs vague marketing language?

Counts specific facts: dimensions, weight, materials, certifications, performance specs. Penalizes adjectives without backing: "durable" without "rated for X" lowers this score.

2. Entity Clarity (20%)

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"

3. Structured Content (15%)

Is content organized in a way AI can easily parse?

• Good: FAQ section, specification list, clear headers
• Poor: Single paragraph of prose

4. Completeness (15%)

Does the description answer common questions a buyer might ask?

• Good: "Fits shoe sizes 5-13, weighs 6.2 oz, machine washable"
• Poor: Only dimensions, no care or sizing info

5. Citation-Worthy Claims (15%)

Can AI cite specific facts, or is everything opinion?

• Good: "Rated for 200,000+ actuations (verified by lab testing)"
• Poor: "The best option on the market"

6. Description Length (15%)

Is there enough content for AI to extract facts from? Minimum 100 words. Optimal 200-400 words.

Minimum Description Length

Descriptions under 50 words cannot score well on GEO. Under 100 words is fair. 150+ words is good. 300+ words is excellent (if all content is relevant).

Why It Matters

AI search is growing (ChatGPT usage, Google AI Overviews, Perplexity). Products optimized for GEO will be cited more often in AI-generated answers, driving referral traffic.

SEO (10% of Overall Score)

Technical on-page SEO factors.

What Is Measured

• Title length: 50-70 characters (optimal). Too short = 0-30 chars, too long = 80+ chars.
• H1 tag: Does the page have an H1? (Usually the product title)
• Meta description: Present, 120-160 characters, matches page intent?
• URL structure: Is the URL readable and keyword-inclusive? (/product/blue-running-shoes vs /product/sku-12345)
• Image alt text: Do images have descriptive alt text (not "image.jpg" or "IMG_001")?
• Internal linking: Does the product description link to related products?
• Content structure: Does content use headers and lists, or is it all paragraph prose?

Why It Matters Less Than Before

On-page SEO is well-understood and most sites implement the basics. This dimension matters less than keyword coverage or GEO for most merchants.

Images (10% of Overall Score)

Assesses product images.

What Is Measured

• Image count: Single image = fair, 3+ images = good, 5+ = excellent.
• Resolution: Min 500x500px (good), 1000x1000px (excellent).
• Alt text: Every image should have descriptive alt text ("blue running shoe with mesh upper" vs "shoe.jpg").
• Image angles: Multiple product angles visible? (front, back, side, detail) = better score than single front view.
• Unique content: Are all images of the same product, or generic stock images? Real product images score higher.

Why It Matters

Product images are critical for conversion and reduce return rates. Images improve SEO (image search) and are essential for Google Shopping. Poor image coverage limits your reach.

Structured Data (5% of Overall Score)

Measures schema.org markup implementation.

What Is Measured

• Product schema: Is it present? Does it include name, description, price, availability, image, rating?
• FAQPage schema: If the product has a FAQ section, is it marked up?
• BreadcrumbList schema: Are breadcrumbs structured?
• AggregateRating schema: Are star ratings marked up?

Scoring Logic

Full Product schema with 6+ fields = 100. Partial schema or missing fields = proportionally lower. No schema = 0.

Why It Matters (Least of All Dimensions)

Structured data helps crawlers understand your content but does not directly impact rankings. However, complete schema enables rich results in search (star ratings, prices, availability), which improve CTR.

Putting It All Together

To maximize your overall score:

1. Fix keyword coverage first (20% weight) — connect GSC, optimize for real search queries
2. Complete feed data (15% weight) — ensure all 8 fields are present
3. Write conversion-focused copy (15% weight) — benefits, specific features, social proof
4. Improve GEO signals (15% weight) — add facts, specs, entity names, FAQ sections
5. Refine readability (10% weight) — short paragraphs, sentence variety, eliminate filler
6. Polish SEO (10% weight) — title length, headers, image alt text
7. Add images (10% weight) — minimum 3 high-res images with alt text
8. Implement schema (5% weight) — add Product and FAQPage markup