Ecommerce search and merchandising · October 2026 Edition
Searchspring vs Coveo
Three of fourteen models named Searchspring first on the direct prompt; two named Coveo. Searchspring was named by twelve of the fourteen models and Coveo by thirteen and Searchspring carries 34 labels and Coveo 32, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share8%6%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate24%31%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#5A position in a field of 11; printed, not drawn.
Labels3432A 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 Coveo · 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 modelsCoveo
Direct32
Paraphrase111 against Coveo
Comparative003 against Coveo
Budget-constrained003 against Searchspring · 1 against Coveo
Scale-constrained00
Negative005 against Searchspring · 5 against Coveo
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 October 2026 Edition, Searchspring and Coveo were named in the same answer thirty-seven times, of the 87 answers naming Searchspring and the 107 naming Coveo. In those answers Coveo took the first choice five times and Searchspring four.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Searchspring and Coveo 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 Coveo first choice named as an alternative argued againstblank: not namedEach cell is one answer, Searchspring on the left and Coveo on the right.The direct prompt
The plain question, one answer per model, grouped by where Searchspring and Coveo stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.DeepSeek V4 FlashCoveo, Searchspring alternatives: Algolia, Klevu
Searchspring first, Coveo an alternative
2 of 14 modelsCoveo was named in the answer but not as the choice, or not at all.MiniMax M2.5Clerk.io, Searchspring alternatives: Experro, Klevu, Nosto
Muse Glimmer 30BSearchspring alternatives: Clerk.io, Coveo
Coveo first, Searchspring not the choice
1 of 14 modelsSearchspring was named in the answer but not as the choice, or not at all.Perplexity SonarCoveo alternatives: Algolia, Bloomreach Discovery, Constructor, Doofinder
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
Kimi K2Algolia, Bloomreach Discovery alternatives: Clerk.io, Constructor, Searchspring
GLM 4.7 FlashXShopify Plus with B2B Suite alternatives: Algolia, Bloomreach Discovery, Clerk.io, Searchspring
GPT-6 LunaAlgolia alternatives: Coveo, Hawksearch, Klevu
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniHawksearch alternatives: BigCommerce, Bloomreach Discovery, Constructor
Mistral SmallExperro alternatives: Clerk.io, Hawksearch
Llama 4 Maverickno first choice
Qwen 3.7 FlashBigCommerce alternatives: Algolia, 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 13Coveo0%#13 of 13Mid-marketThe figures above
Searchspring leads by two points.
Searchspring8%#4 of 11Coveo6%#5 of 11Enterprise
The order flips: Coveo leads at enterprise.
Coveo26%#1 of 9Searchspring4%#7 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 Coveo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid platforms that aren't ecommerce-native (Coveo is the biggest offender — it's knowledge management repackaged as commerce).” DeepSeek V4 Flash · negative prompt · hard negative
“enterprise-grade solutions like Bloomreach, Constructor.io, or Coveo ... typically require custom contracts running several thousands of dollars per month” Gemini 3.5 Flash · budget prompt · soft negative
“Overkill for pure ecommerce search. Best when you need search across a whole digital ecosystem. Expensive if you only need onsite product search.” DeepSeek V4 Flash · comparative prompt · soft negative
“Coveo is the strongest single-platform choice overall because it is explicitly positioned for B2B and complex catalogs” Perplexity Sonar · direct prompt · first choice
“Coveo is the strongest B2B-focused platform in the market.” DeepSeek V4 Flash · direct prompt · first choice
“Top Recommendation: Coveo (for complex B2B needs)” DeepSeek V4 Flash · paraphrase prompt · first choice
Also compared
Algolia vs SearchspringAlgolia vs CoveoDoofinder vs SearchspringDoofinder vs CoveoKlevu vs SearchspringKlevu vs CoveoSearchspring vs Clerk.ioSearchspring vs Bloomreach DiscoverySearchspring vs Luigi's BoxCoveo vs Clerk.ioCoveo vs Bloomreach DiscoveryCoveo 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.