Ecommerce search and merchandising · October 2026 Edition
Searchspring vs Clerk.io
Three of fourteen models named Searchspring first on the direct prompt; one named Clerk.io. Searchspring was named by twelve of the fourteen models and Clerk.io by nine and Searchspring carries 34 labels and Clerk.io 16, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share8%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate24%6%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 11; printed, not drawn.
Labels3416A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Searchspring reading right to left. Rank and label count are printed, not drawn.Algolia was named alongside these two in eight of the fourteen direct answers. Algolia vs Searchspring · Algolia vs Clerk.io · Doofinder vs Searchspring
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.
SearchspringFirst choices, of fourteen modelsClerk.io
Direct31
Paraphrase10
Comparative01
Budget-constrained003 against Searchspring · 1 against Clerk.io
Scale-constrained00
Negative005 against Searchspring
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 Searchspring and Clerk.io stood in it.
| 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 | | | | |
Searchspring Clerk.io first choice named as an alternative argued againstblank: not namedEach cell is one answer, Searchspring on the left and Clerk.io on the right.The direct prompt
The plain question, one answer per model, grouped by where Searchspring and Clerk.io stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.MiniMax M2.5Clerk.io, Searchspring alternatives: Experro, Klevu, Nosto
Searchspring first, Clerk.io an alternative
2 of 14 modelsClerk.io was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashCoveo, Searchspring alternatives: Algolia, Klevu
Muse Glimmer 30BSearchspring alternatives: Clerk.io, Coveo
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5BigCommerce B2B Edition alternatives: Bloomreach Discovery, Nosto, OroCommerce, Searchspring
Gemini 3.5 FlashHawksearch alternatives: Algolia, Klevu, Searchspring
Grok 4.1 FastKlevu alternatives: Algolia, Searchspring
Mistral SmallExperro alternatives: Clerk.io, Hawksearch
Kimi K2Algolia, Bloomreach Discovery alternatives: Clerk.io, Constructor, Searchspring
GLM 4.7 FlashXShopify Plus with B2B Suite alternatives: Algolia, Bloomreach Discovery, Clerk.io, Searchspring
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniHawksearch alternatives: BigCommerce, Bloomreach Discovery, Constructor
Perplexity SonarCoveo alternatives: Algolia, Bloomreach Discovery, Constructor, Doofinder
Llama 4 Maverickno first choice
Qwen 3.7 FlashBigCommerce alternatives: Algolia, Klevu
GPT-6 LunaAlgolia alternatives: Coveo, Hawksearch, Klevu
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
Searchspring leads by seven points.
Searchspring7%#5 of 13Clerk.io0%#– of 13Mid-marketThe figures above
Searchspring leads by six points.
Searchspring8%#4 of 11Clerk.io2%#6 of 11Enterprise
Searchspring leads by four points.
Searchspring4%#7 of 9Clerk.io0%#– of 9What the models said about Searchspring
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Searchspring (now part of Athos Commerce): - Red flags: Long onboarding (4+ weeks, sometimes billable during setup).” Grok 4.1 Fast · negative prompt · hard negative
“Avoid mid-market tools like Constructor or Searchspring if budget is the main constraint” Perplexity Sonar · budget prompt · hard negative
“enterprise-focused, custom pricing almost always $1,000+/month” DeepSeek V4 Flash · budget prompt · hard negative
“Searchspring is the standout choice — it's purpose-built for mid-market retailers and B2B commerce” DeepSeek V4 Flash · direct prompt · first choice
“The most B2B-aligned mid-market pick: Searchspring / Klevu under Athos Commerce” Muse Glimmer 30B · paraphrase prompt · first choice
“Searchspring / Athos Commerce is the most cited mid-market fit” Muse Glimmer 30B · direct prompt · first choice
What the models said about Clerk.io
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“avoid highly customizable API-first tools like Algolia or Clerk.io unless they have pre-built themes” Qwen 3.7 Flash · budget prompt · soft negative
“If you want to stop managing 4 different vendors: Choose Clerk.io or Nosto.” GLM 4.7 FlashX · comparative prompt · first choice
“Clerk.io (Top Pick for Mid-Market)” MiniMax M2.5 · direct prompt · first choice
“Clerk.io is also worth considering if you want a unified platform that includes email and audience automation.” Mistral Small · direct prompt · alternative
Also compared
Algolia vs SearchspringAlgolia vs Clerk.ioDoofinder vs SearchspringDoofinder vs Clerk.ioKlevu vs SearchspringKlevu vs Clerk.ioSearchspring vs CoveoSearchspring vs Bloomreach DiscoverySearchspring vs Luigi's BoxCoveo vs Clerk.ioClerk.io vs Bloomreach DiscoveryClerk.io vs Luigi's BoxAll twenty-eight head-to-head pages and the full ecommerce search standing
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.