Angadi Labs Blog

Field Notes

Practical guides on average order value, complete-the-look merchandising, and outfit recommendations for Shopify fashion brands.

shopify appsai merchandisingcomplete the look

Angadi vs Stylitics: The Enterprise Outfit-Merchandising Stack, Made Accessible for Shopify

Stylitics proved each piece of the outfit-merchandising stack works. Here is what it does, why it matters, and the part a small Shopify brand can run with Angadi.

10 June 202612 min read
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shopify appsai merchandisingcomplete the look

Stylitics for Shopify: What It Costs and the Best Alternatives

What Stylitics costs, why it is enterprise-only on Shopify, and the accessible outfit-merchandising alternatives for small D2C brands.

8 June 202611 min read
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What Actually Causes Fashion Returns (and What You Can Fix)

Fashion returns split into three causes: fit, logistics, and style-regret. Only one of them is something outfit merchandising can fix. Here's how to tell them apart and spend on the right lever.

8 June 20267 min read
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Best AI Complete the Look & Outfit Merchandising Apps for Shopify (2026)

A fair, up-to-date comparison of the best AI Complete the Look and outfit merchandising apps for Shopify fashion brands, covering AI outfitting, manual lookbooks, and recommendation engines.

5 June 202613 min read
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Complete the Look vs Frequently Bought Together: Which Drives More Fashion Revenue?

Both recommendation widgets grow the basket. Here is how to tell which one will actually earn more on your fashion store, based on your catalog and your data.

5 June 20269 min read
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How to Increase Average Order Value for a Fashion Store (Without Discounting)

Most fashion orders contain under two items. Learn seven ways to raise average order value without discounting, by selling the whole outfit.

31 May 20268 min read
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