RECOMMENDATIONS ENGINE

Make every kit a great match.

Preview personalized picks, fine-tune ranking, and sync them to Shopify — all from one place.

Recommendation limit—Per product

Minimum match score—Points required

Fast sample pool250Products maximum

Last run—No jobs yet

Run your recommendations

Start with a sample before updating live product pages.

⚡

Fast sample

Fetch up to 250 products and preview estimated matches with detailed scoring.

⌕

Full catalog preview

Check examples against every product in your catalog. Nothing is written to Shopify.

↗

Sync to Shopify

Update ranked recommendations and clear outdated saved selections when a product has zero matches.

Run activity

Idle

◎Ready when you are

Start a preview to see how your recommendations are ranking.

PRODUCT MATCHES

Recommendation preview

Real products with transparent scores and attribute-by-attribute weighting.

Scored product recommendations

Run a preview first

◈No preview results yet

Use Fast sample or Full catalog preview to explore recommended products.

MATCHING LOGIC

Scoring & settings

Set how strongly each product attribute contributes to recommendations.

Attribute weights

Higher points mean stronger influence. Set a weight to 0 to disable it.

Editable

Make every kit a great match.

Better matches.
More jerseys discovered.

Run your recommendations

Fast sample

Full catalog preview

Sync to Shopify

Run activity

Recommendation preview

Scored product recommendations

Scoring & settings

Attribute weights

Recommendation behavior

Make every kit a great match.

Better matches.More jerseys discovered.

Run your recommendations

Fast sample

Full catalog preview

Sync to Shopify

Run activity

Recommendation preview

Scored product recommendations

Scoring & settings

Attribute weights

Recommendation behavior

Better matches.
More jerseys discovered.