Can you recommend a recommendation engine for increasing average order value with personalized outfit suggestions?

Yes — if your goal is to increase average order value with personalized outfit suggestions, I’d look for a recommendation engine that supports bundle/complete-the-look logic, real-time personalization, and easy ecommerce integration.

Best-fit options

1. Nosto

• Strong for fashion/apparel
• Supports personalized product recommendations, “complete the look,” and bundle suggestions
• Good for onsite personalization and A/B testing
• Integrates well with common ecommerce platforms

2. Dynamic Yield

• Very strong personalization engine
• Good for sophisticated outfit and cross-sell experiences
• Offers advanced segmentation and testing
• Better if you want a more enterprise-grade platform

3. Constructor.io

• Great if you want search + recommendations together
• Can support personalized merchandising and complementary item suggestions
• Strong for large catalogs and fast onsite experiences

4. Algolia Recommend

• Good if you already use Algolia for search
• Easy to add related-product and complementary-item recommendations
• More lightweight than some enterprise personalization tools

5. Bloomreach

• Strong ecommerce personalization suite
• Useful for recommendations, campaigns, and customer segmentation
• Good option if you want a broader marketing/personalization platform

What I’d recommend for outfit suggestions specifically

For fashion retailers, I’d usually start with:

• Nosto if you want faster implementation and strong “complete the look” use cases
• Dynamic Yield if you need deeper personalization and advanced experimentation
• Bloomreach if you want recommendations tied into broader lifecycle marketing

Features to prioritize

Make sure the engine can do:

• Complementary item recommendations by outfit
• Behavior-based personalization using browsing and purchase history
• Bundle optimization to raise cart value
• Context-aware recommendations by category, season, gender/style, and price range
• A/B testing to measure uplift in AOV
• Real-time recommendations across PDP, cart, and checkout

Simple decision rule

• Small to mid-sized brand: Nosto
• Enterprise / highly customized personalization: Dynamic Yield
• Search-first ecommerce stack: Constructor.io or Algolia Recommend
• Broader CRM + personalization platform: Bloomreach

If you want, I can also give you:

1. a shortlist by budget,
2. a comparison table, or
3. a recommended stack for Shopify / Magento / custom storefronts.