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Ecommerce search and merchandising · November 2026 Edition

Klevu vs Searchanise

Two of fourteen models named Klevu first on the direct prompt; zero named Searchanise. Klevu was named by eleven of the fourteen models and Searchanise by eleven and Klevu carries 28 labels and Searchanise 12, so the shares are not directly comparable.

Klevu

accepted challenger

Named in one category this edition.

Searchanise

accepted challenger

Named in one category this edition.

First-choice share6%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate21%8%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#7A position in a field of 14; printed, not drawn.
Labels2812A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Klevu 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 Klevu · Algolia vs Searchanise · Luigi's Box vs Klevu

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.
KlevuFirst choices, of fourteen modelsSearchanise
Direct20
Paraphrase10
Comparative00
Budget-constrained031 against Klevu
Scale-constrained00
Negative005 against Klevu · 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.

Every model, every framing

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

The direct prompt

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

Klevu first, Searchanise not the choice

2 of 14 modelsSearchanise was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Klevu alternatives: BigCommerce, Bloomreach Discovery, Nosto, Searchspring
Kimi K2Klevu alternatives: Algolia, Athos Commerce, Bloomreach Discovery

Neither was the first choice, one was named

3 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashHawksearch alternatives: Algolia, Bloomreach Discovery, Coveo for Commerce, Klevu
DeepSeek V4 FlashLuigi's Box alternatives: Athos Commerce, Hawksearch, Klevu
GPT-6 LunaAlgolia alternatives: Constructor, Klevu, Searchspring

Neither was named

9 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniAlgolia alternatives: Adobe Commerce, Bloomreach Discovery, Salesforce B2B Commerce, Searchspring
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
Llama 4 MaverickLuigi's Box alternatives: Athos Commerce, Bloomreach Discovery, Clerk.io, Constructor
Qwen 3.7 FlashLuigi's Box alternatives: Algolia, Bloomreach Discovery, Hawksearch
GLM 4.7 FlashXAthos Commerce alternatives: Algolia, Constructor, Luigi's Box
MiniMax M2.5Luigi's Box alternatives: Athos Commerce, Clerk.io, Hawksearch
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
Searchanise leads by four points.
Searchanise5%#4 of 15
Klevu2%#9 of 15
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Klevu6%#6 of 14
Searchanise6%#7 of 14
The full mid-market standing →
Enterprise
The order flips: Klevu leads at enterprise.
Klevu2%#6 of 10
Searchanise0%#– of 10
The full enterprise standing →

What the models said about Klevu

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

“Enterprise tools like Klevu, Searchspring, or Constructor: Overkill and expensive” Grok 4.20 · budget prompt · hard negative
“Klevu — can be strong, but pricing/ops fit may vary, and you should test merchandising UX deeply.” GPT-5.4 mini · negative prompt · soft negative
“The combined cost can escalate quickly and becomes significantly higher than competitors” Qwen 3.7 Flash · negative prompt · soft negative
“Klevu is an ecommerce search and navigation platform built for mid-market brands... It provides fast setup, AI-enhanced semantic search, self-service merchandising” Claude Haiku 4.5 · direct prompt · first choice
“Start with Hawksearch or Klevu if you want a balance of ease-of-use, B2B-specific features, reasonable pricing, and quick implementation” Claude Haiku 4.5 · paraphrase prompt · first choice
“Klevu (now part of Athos Commerce) ⭐ *Best Overall for Mid-Market*” Kimi K2 · direct 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.