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AI Quality Review

478 products analyzed across all data dimensions

3 reviews available — select one to explore
Run context:
apparel
Vision: on
0.0/ 5.0

What this review says

Fair

Your catalog scored 3.5 out of 5 across 478 products. 96 products are flagged for review (20% of the catalog). Your weakest dimension is SEO Compliance at 2.6 / 5. Applying the top 5 suggestions could lift you to about 4.5.

0

Products reviewed

0

Flagged products

0

Findings

Apparel & Fashion avg

3.3

+0.2

Projected after fixes

4.5

+1.0

Issues to fix

8 open
0 of 6 issues addressed
3.5 → 4.5
  1. 1
    Critical
    Attribute Coverage
    38 affected · 8%
    92% confidence

    Fill missing material on 38 tops

    38 products in the Tops family have no material attribute. Shoppers filter heavily on fabric, and missing material blocks several channel exports.

    Add guard rule
  2. 2
    High
    SEO Compliance
    142 affected · 30%

    Tighten meta-description length to 120-158 chars

    142 products have meta descriptions under 80 characters. Raising the minimum nudges the SEO score and improves search snippets.

  3. 3
    High
    Content Quality
    73 affected · 15%

    Thin or templated descriptions

  4. 4
    High
    Completeness
    27 affected · 6%

    Require at least 3 product images

    27 products ship with a single image. Products with 3+ images convert ~58% better. Add a guard rule so new imports are flagged.

  5. 5
    Medium
    Attribute Coverage
    64 affected · 13%
    81% confidence

    Add a Neckline attribute to Dresses

    The Dresses family has no neckline attribute, but 64 product descriptions mention it. Capturing it as structured data unlocks faceted search.

    Add guard rule
  6. 6
    Medium
    Completeness
    55 affected · 12%

    Block empty short descriptions

    55 products have an empty short description, which several marketplaces require. A block-level rule keeps them out of feeds until filled.

  7. 7
    Medium
    Conversion Readiness
    48 affected · 10%

    Missing size charts on dresses

  8. 8
    Low
    Attribute Coverage
    41 affected · 9%
    74% confidence

    Backfill Sleeve length across a 41-product cluster

    A cluster of long-sleeve tops mostly has sleeve length filled (72%), but 41 near-identical items are missing it. Mining the value lifts cluster quality.

Findings (60)

SKUProductOverallCompleteContentImg·DataImg·DescAttributesCross-fieldSemanticPricingSEOConsistencyDupesConvertFindingsPriority
SKU-1000Linen Blend Oversized Shirt
3.4
3.4
2.3
--
3.2
3.8
2.9
5.0
3.4
3.5
3.8
2.2
0
Medium
SKU-1003Cropped Denim Jacket
3.4
3.8
2.7
--
3.6
4.2
3.3
3.6
1.8
3.9
4.2
2.6
1
Medium
SKU-1005Pleated A-Line Skirt
3.4
3.4
2.3
--
3.2
3.8
2.9
5.0
3.4
3.5
3.8
2.2
1
Medium
SKU-1008Wide-Leg Trouser
3.4
3.8
2.7
--
3.6
4.2
3.3
3.6
1.8
3.9
4.2
2.6
0
Medium
SKU-1010Cashmere Beanie
3.4
3.4
2.3
--
3.2
3.8
2.9
5.0
3.4
3.5
3.8
2.2
0
Medium
SKU-1013Straight-Leg Selvedge Jean
3.4
3.8
2.7
--
3.6
4.2
3.3
3.6
1.8
3.9
4.2
2.6
1
Medium
SKU-1015Silk Camisole Top
3.4
3.4
2.3
--
3.2
3.8
2.9
5.0
3.4
3.5
3.8
2.2
1
Medium
SKU-1018Tailored Wool Blazer
3.4
3.8
2.7
--
3.6
4.2
3.3
3.6
1.8
3.9
4.2
2.6
0
Medium
SKU-1020Linen Blend Oversized Shirt
3.4
3.4
2.3
--
3.2
3.8
2.9
5.0
3.4
3.5
3.8
2.2
0
Medium
SKU-1023Cropped Denim Jacket
3.4
3.8
2.7
--
3.6
4.2
3.3
3.6
1.8
3.9
4.2
2.6
1
Medium
SKU-1025Pleated A-Line Skirt
3.4
3.4
2.3
--
3.2
3.8
2.9
5.0
3.4
3.5
3.8
2.2
1
Medium
SKU-1028Wide-Leg Trouser
3.4
3.8
2.7
--
3.6
4.2
3.3
3.6
1.8
3.9
4.2
2.6
0
Medium
SKU-1030Cashmere Beanie
3.4
3.4
2.3
--
3.2
3.8
2.9
5.0
3.4
3.5
3.8
2.2
0
Medium
SKU-1033Straight-Leg Selvedge Jean
3.4
3.8
2.7
--
3.6
4.2
3.3
3.6
1.8
3.9
4.2
2.6
1
Medium
SKU-1035Silk Camisole Top
3.4
3.4
2.3
--
3.2
3.8
2.9
5.0
3.4
3.5
3.8
2.2
1
Medium

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