Ecommerce search and merchandising · October 2026 Edition
Searchspring vs Bloomreach Discovery
Three of fourteen models named Searchspring first on the direct prompt; one named Bloomreach Discovery. Searchspring was named by twelve of the fourteen models and Bloomreach Discovery by thirteen and Searchspring carries 34 labels and Bloomreach Discovery 43, 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%35%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 11; printed, not drawn.
Labels3443A 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 Bloomreach Discovery · 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 modelsBloomreach Discovery
Direct311 against Bloomreach Discovery
Paraphrase101 against Bloomreach Discovery
Comparative011 against Bloomreach Discovery
Budget-constrained003 against Searchspring · 4 against Bloomreach Discovery
Scale-constrained001 against Bloomreach Discovery
Negative005 against Searchspring · 7 against Bloomreach Discovery
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 Bloomreach Discovery were named in the same answer fifty-three times, of the 87 answers naming Searchspring and the 132 naming Bloomreach Discovery. In those answers Bloomreach Discovery took the first choice eight times and Searchspring three.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Searchspring and Bloomreach Discovery 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 Bloomreach Discovery first choice named as an alternative argued againstblank: not namedEach cell is one answer, Searchspring on the left and Bloomreach Discovery on the right.The direct prompt
The plain question, one answer per model, grouped by where Searchspring and Bloomreach Discovery stood in it.
Searchspring first, Bloomreach Discovery not the choice
3 of 14 modelsBloomreach Discovery was named in the answer but not as the choice, or not at all.DeepSeek V4 FlashCoveo, Searchspring alternatives: Algolia, Klevu
MiniMax M2.5Clerk.io, Searchspring alternatives: Experro, Klevu, Nosto
Muse Glimmer 30BSearchspring alternatives: Clerk.io, Coveo
Bloomreach Discovery first, Searchspring an alternative
1 of 14 modelsSearchspring was named in the answer but not as the choice, or not at all.Kimi K2Algolia, Bloomreach Discovery alternatives: Clerk.io, Constructor, Searchspring
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
GPT-5.4 miniHawksearch alternatives: BigCommerce, Bloomreach Discovery, Constructor
Gemini 3.5 FlashHawksearch alternatives: Algolia, Klevu, Searchspring
Perplexity SonarCoveo alternatives: Algolia, Bloomreach Discovery, Constructor, Doofinder
Grok 4.1 FastKlevu alternatives: Algolia, Searchspring
GLM 4.7 FlashXShopify Plus with B2B Suite alternatives: Algolia, Bloomreach Discovery, Clerk.io, Searchspring
Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Mistral SmallExperro alternatives: Clerk.io, Hawksearch
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 five points.
Searchspring7%#5 of 13Bloomreach Discovery2%#7 of 13Mid-marketThe figures above
Searchspring leads by six points.
Searchspring8%#4 of 11Bloomreach Discovery2%#7 of 11Enterprise
The order flips: Bloomreach Discovery leads at enterprise.
Bloomreach Discovery13%#3 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 Bloomreach Discovery
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-focused, custom pricing almost always $1,000+/month” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid enterprise tools like Bloomreach (custom, pricey).” Grok 4.1 Fast · budget prompt · hard negative
“enterprise-grade solutions like Bloomreach, Constructor.io, or Coveo are highly capable, they typically require custom contracts running several thousands of dollars per month” Gemini 3.5 Flash · budget prompt · soft negative
“Best for: Enterprise brands needing a full commerce experience with search, merchandising, content personalization, and a CDP all in one platform.” Mistral Small · comparative prompt · first choice
“Algolia or Bloomreach typically offer the best balance of B2B-specific capabilities” Kimi K2 · direct prompt · first choice
“Bloomreach offers a broader commerce experience approach that includes intelligent search as part of its offerings” Claude Haiku 4.5 · comparative prompt · alternative
Also compared
Algolia vs SearchspringAlgolia vs Bloomreach DiscoveryDoofinder vs SearchspringDoofinder vs Bloomreach DiscoveryKlevu vs SearchspringKlevu vs Bloomreach DiscoverySearchspring vs CoveoSearchspring vs Clerk.ioSearchspring vs Luigi's BoxCoveo vs Bloomreach DiscoveryClerk.io vs Bloomreach DiscoveryBloomreach Discovery 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.