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Ecommerce search and merchandising · November 2026 Edition

Doofinder vs Searchanise

Zero of fourteen models named Doofinder first on the direct prompt; zero named Searchanise. Doofinder was named by thirteen of the fourteen models and Searchanise by eleven and Doofinder carries 31 labels and Searchanise 12, so the shares are not directly comparable.

Doofinder

accepted challenger

Named in one category this edition.

Searchanise

accepted challenger

Named in one category this edition.

First-choice share20%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate16%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 14; printed, not drawn.
Labels3112A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Doofinder reading right to left. Rank and label count are printed, not drawn.Luigi's Box was named alongside these two in nine of the fourteen direct answers. Algolia vs Doofinder · Algolia vs Searchanise · Luigi's Box vs Doofinder

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
DoofinderFirst choices, of fourteen modelsSearchanise
Direct001 against Doofinder
Paraphrase001 against Doofinder
Comparative00
Budget-constrained103
Scale-constrained00
Negative003 against Doofinder · 1 against Searchanise
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the November 2026 Edition, Doofinder and Searchanise were named in the same answer thirty times, of the 98 answers naming Doofinder and the 35 naming Searchanise. In those answers Searchanise took the first choice three times and Doofinder eleven.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Doofinder and Searchanise stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Doofinder Searchanise first choice named as an alternative argued againstblank: not namedEach cell is one answer, Doofinder on the left and Searchanise on the right.

The direct prompt

The plain question, one answer per model, grouped by where Doofinder and Searchanise stood in it.

Neither was named

14 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Klevu alternatives: BigCommerce, Bloomreach Discovery, Nosto, Searchspring
GPT-5.4 miniAlgolia alternatives: Adobe Commerce, Bloomreach Discovery, Salesforce B2B Commerce, Searchspring
Gemini 3.5 FlashHawksearch alternatives: Algolia, Bloomreach Discovery, Coveo for Commerce, Klevu
Perplexity SonarLuigi's Box alternatives: Coveo for Commerce, Hawksearch
Grok 4.20Constructor alternatives: Algolia, Athos Commerce, Bloomreach Discovery, Luigi's Box
Mistral SmallConstructor, Luigi's Box alternatives: Clerk.io, Coveo for Commerce, Hawksearch
DeepSeek V4 FlashLuigi's Box alternatives: Athos Commerce, Hawksearch, Klevu
Llama 4 MaverickLuigi's Box alternatives: Athos Commerce, Bloomreach Discovery, Clerk.io, Constructor
Qwen 3.7 FlashLuigi's Box alternatives: Algolia, Bloomreach Discovery, Hawksearch
Kimi K2Klevu alternatives: Algolia, Athos Commerce, Bloomreach Discovery
GLM 4.7 FlashXAthos Commerce alternatives: Algolia, Constructor, Luigi's Box
MiniMax M2.5Luigi's Box alternatives: Athos Commerce, Clerk.io, Hawksearch
GPT-6 LunaAlgolia alternatives: Constructor, Klevu, Searchspring
Muse Glimmer 30BLuigi's Box alternatives: Bloomreach Discovery, Constructor, Hawksearch

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Doofinder leads by thirty-five points.
Doofinder40%#1 of 15
Searchanise5%#4 of 15
The full small business standing →
Mid-marketThe figures above
Doofinder leads by fourteen points.
Doofinder20%#3 of 14
Searchanise6%#7 of 14
The full mid-market standing →
Enterprise
Doofinder leads by two points.
Doofinder2%#– of 10
Searchanise0%#– of 10
The full enterprise standing →

What the models said about Doofinder

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“Query/bill shock ... weak merchandising/personalization/recommendations ... support that drops off after onboarding” Grok 4.20 · negative prompt · hard negative
“reported limitations include shallow personalization and fewer advanced discovery capabilities” Perplexity Sonar · negative prompt · soft negative
“noted for having a relatively high negative sentiment (12%) and is considered a new entrant” Mistral Small · negative prompt · soft negative
“Go with Doofinder if you want an easy, full-featured search and merchandising tool with a minimal learning curve and affordable starting plans.” Gemini 3.5 Flash · budget prompt · first choice
“Start with Doofinder if you can afford roughly $50–$80/month, as it provides the most complete "search + merchandising" toolset.” Qwen 3.7 Flash · budget prompt · first choice
“The best ecommerce search and merchandising platform for a company with a limited budget is Doofinder.” Llama 4 Maverick · budget prompt · first choice

What the models said about Searchanise

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Searchanise / other budget tools — lower cost, but verify relevance quality, typo tolerance, and merch controls” GPT-5.4 mini · negative prompt · soft negative
“Go with Searchanise if keeping monthly costs minimal and predictable is your top priority.” Gemini 3.5 Flash · budget prompt · first choice
“Searchanise is the budget pick that reviewers actually like: 4.8 on G2 across 102 reviews” Claude Haiku 4.5 · budget prompt · first choice
“Searchanise is my budget-friendly paid pick” GPT-6 Luna · budget prompt · first choice
Also compared

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.