Doofinder vs Luigi's Box
Zero of fourteen models named Doofinder first on the direct prompt; zero named Luigi's Box. Doofinder was named by twelve of the fourteen models and Luigi's Box by seven and Doofinder carries 25 labels and Luigi's Box 11, 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.
By framing
DoofinderFirst choices, of fourteen modelsLuigi's Box
Across every category in the October 2026 Edition, Doofinder and Luigi's Box were named in the same answer twenty times, of the 80 answers naming Doofinder and the 37 naming Luigi's Box. In those answers Luigi's Box took the first choice zero times and Doofinder ten.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | | | ||||
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | | ||||
| 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 | | | |
Doofinder Luigi's Box first choice named as an alternative argued againstblank: not namedEach cell is one answer, Doofinder on the left and Luigi's Box on the right.The direct prompt
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
13 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
Doofinder32%#1 of 13Luigi's Box0%#8 of 13Doofinder12%#2 of 11Luigi's Box2%#8 of 11Doofinder0%#– of 9Luigi's Box0%#– of 9What the models said about Doofinder
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Doofinder - Offers conversion-focused search with quick-setup AI search for SMB and mid-market, starting at $49/month.” Llama 4 Maverick · paraphrase prompt · first choice
“Doofinder appears to be the best ecommerce search and merchandising platform for companies with limited budgets” MiniMax M2.5 · budget prompt · first choice
“Doofinder – Best All-Around for SMBs ... public, transparent pricing starting around $35–$49/month” Qwen 3.7 Flash · budget prompt · first choice
What the models said about Luigi's Box
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 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
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.