# Bloomreach Discovery vs Luigi's Box: which do AI models recommend for ecommerce search, October 2026

GTM AI Recommendation Index, October 2026 Edition, Ecommerce search and merchandising. One of fourteen models named Bloomreach Discovery first on the direct prompt; zero named Luigi's Box. Page: https://gtm-ai-index.com/marketing/ecommerce-search-and-merchandising/bloomreach-discovery-vs-luigi-s-box/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Bloomreach Discovery | 2% | #7 of 11 | 35% | 43 | 13 of 14 |
| Luigi's Box | 2% | #8 of 11 | 0% | 11 | 7 of 14 |

## The direct prompt, model by model

- Kimi K2: bloomreach discovery first (first choices: Algolia, Bloomreach Discovery) (alternatives: Clerk.io, Constructor, Searchspring)
- Claude Haiku 4.5: neither first, one named (first choices: BigCommerce B2B Edition) (alternatives: Bloomreach Discovery, Nosto, OroCommerce, Searchspring)
- GPT-5.4 mini: neither first, one named (first choices: Hawksearch) (alternatives: BigCommerce, Bloomreach Discovery, Constructor)
- Perplexity Sonar: neither first, one named (first choices: Coveo) (alternatives: Algolia, Bloomreach Discovery, Constructor, Doofinder)
- GLM 4.7 FlashX: neither first, one named (first choices: Shopify Plus with B2B Suite) (alternatives: Algolia, Bloomreach Discovery, Clerk.io, Searchspring)
- Gemini 3.5 Flash: neither named (first choices: Hawksearch) (alternatives: Algolia, Klevu, Searchspring)
- Grok 4.1 Fast: neither named (first choices: Klevu) (alternatives: Algolia, Searchspring)
- Mistral Small: neither named (first choices: Experro) (alternatives: Clerk.io, Hawksearch)
- DeepSeek V4 Flash: neither named (first choices: Coveo, Searchspring) (alternatives: Algolia, Klevu)
- Llama 4 Maverick: neither named
- Qwen 3.7 Flash: neither named (first choices: BigCommerce) (alternatives: Algolia, Klevu)
- MiniMax M2.5: neither named (first choices: Clerk.io, Searchspring) (alternatives: Experro, Klevu, Nosto)
- GPT-6 Luna: neither named (first choices: Algolia) (alternatives: Coveo, Hawksearch, Klevu)
- Muse Glimmer 30B: neither named (first choices: Searchspring) (alternatives: Clerk.io, Coveo)

## What the models said about Bloomreach Discovery

- "enterprise-focused, custom pricing almost always $1,000+/month" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Avoid enterprise tools like Bloomreach (custom, pricey)." (Grok 4.1 Fast, budget prompt, hard negative)
- "enterprise-grade solutions like Bloomreach, Constructor.io, or Coveo are highly capable, they typically require custom contracts running several thousands of dollars per month" (Gemini 3.5 Flash, budget prompt, soft negative)
- "Best for: Enterprise brands needing a full commerce experience with search, merchandising, content personalization, and a CDP all in one platform." (Mistral Small, comparative prompt, first choice)
- "Algolia or Bloomreach typically offer the best balance of B2B-specific capabilities" (Kimi K2, direct prompt, first choice)
- "Bloomreach offers a broader commerce experience approach that includes intelligent search as part of its offerings" (Claude Haiku 4.5, comparative prompt, alternative)

## What the models said about Luigi's Box

- "the best ecommerce search and merchandising platform for a company with a limited budget is Luigi's Box" (Llama 4 Maverick, budget prompt, first choice)
- "High-rated alternatives like Algolia, Klevu, Clerk.io, Luigi's Box, or Fast Simon score well on G2" (Grok 4.1 Fast, negative prompt, alternative)
- "Luigi's Box | Merchandising-led teams wanting strong relevance tuning" (DeepSeek V4 Flash, scale prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.