Seven of fourteen models named Luigi's Box first on the direct prompt; one named Hawksearch. Luigi's Box was named by twelve of the fourteen models and Hawksearch by nine and Luigi's Box carries 26 labels and Hawksearch 14, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
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; every quote names the model and the prompt it came from. Both figures come from the ecommerce search and merchandising page.
Across every category in the November 2026 Edition, Luigi's Box and Hawksearch were named in the same answer nineteen times, of the 65 answers naming Luigi's Box and the 37 naming Hawksearch. In those answers Hawksearch took the first choice two times and Luigi's Box ten.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“the recommended onsite product search engine for a mid-sized B2B company would be one of the top-rated options such as Luigi's Box, Coveo, Bloomreach, Constructor, or HawkSearch” Llama 4 Maverick · paraphrase prompt · first choice
“Luigi's Box stands out for its strong B2B search with product-code recognition and multi-market language support, making it a top choice for mid-market needs.” Mistral Small · direct prompt · first choice
“Luigi's Box: Best B2B search with strong product-code recognition and multi-market language handling.” Llama 4 Maverick · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“recurring complaints regarding stability and modernization... Users frequently report software bugs and unexplained outages” Qwen 3.7 Flash · negative prompt · soft negative
“HawkSearch (Best Purpose-Built B2B Solution)... Choose HawkSearch if you are a traditional B2B manufacturer/distributor with heavily spec-based products” Gemini 3.5 Flash · direct prompt · first choice
“HawkSearch – *Best Overall Dedicated B2B Search Engine*” Gemini 3.5 Flash · paraphrase prompt · first choice
“1. Hawksearch (Best Overall for Your Situation)” Claude Haiku 4.5 · paraphrase prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.