Ecommerce search and merchandising · October 2026 Edition
Algolia vs Bloomreach Discovery
Two of fourteen models named Algolia first on the direct prompt; one named Bloomreach Discovery. Algolia was named by fourteen of the fourteen models and Bloomreach Discovery by thirteen and Algolia carries 63 labels and Bloomreach Discovery 43, so the shares are not directly comparable.
Paris, France, founded 2012. Named in one category this edition.
Named in one category this edition.
First-choice share25%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%35%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#7A position in a field of 11; printed, not drawn.
Labels6343A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Algolia reading right to left. Rank and label count are printed, not drawn.Searchspring was named alongside these two in eight of the fourteen direct answers. Algolia vs Doofinder · Algolia vs Klevu · Algolia 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.
AlgoliaFirst choices, of fourteen modelsBloomreach Discovery
Direct211 against Bloomreach Discovery
Paraphrase701 against Bloomreach Discovery
Comparative811 against Bloomreach Discovery
Budget-constrained105 against Algolia · 4 against Bloomreach Discovery
Scale-constrained301 against Bloomreach Discovery
Negative207 against Algolia · 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, Algolia and Bloomreach Discovery were named in the same answer 119 times, of the 191 answers naming Algolia and the 132 naming Bloomreach Discovery. In those answers Bloomreach Discovery took the first choice eleven times and Algolia thirty-three.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Algolia 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 | | | | |
Algolia Bloomreach Discovery first choice named as an alternative argued againstblank: not namedEach cell is one answer, Algolia on the left and Bloomreach Discovery on the right.The direct prompt
The plain question, one answer per model, grouped by where Algolia and Bloomreach Discovery stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Kimi K2Algolia, Bloomreach Discovery alternatives: Clerk.io, Constructor, Searchspring
Algolia first, Bloomreach Discovery not the choice
1 of 14 modelsBloomreach Discovery was named in the answer but not as the choice, or not at all.GPT-6 LunaAlgolia alternatives: Coveo, Hawksearch, Klevu
Neither was the first choice, one was named
8 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
DeepSeek V4 FlashCoveo, Searchspring alternatives: Algolia, Klevu
Qwen 3.7 FlashBigCommerce alternatives: Algolia, Klevu
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
MiniMax M2.5Clerk.io, Searchspring alternatives: Experro, Klevu, Nosto
Muse Glimmer 30BSearchspring alternatives: Clerk.io, Coveo
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
Algolia leads by sixteen points.
Algolia18%#2 of 13Bloomreach Discovery2%#7 of 13Mid-marketThe figures above
Algolia leads by twenty-four points.
Algolia25%#1 of 11Bloomreach Discovery2%#7 of 11Enterprise
Algolia leads by four points.
Algolia17%#2 of 9Bloomreach Discovery13%#3 of 9What the models said about Algolia
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Be terrified of consumption-based pricing (Algolia and Coveo both have "cliff" pricing models that blow up as you grow).” DeepSeek V4 Flash · negative prompt · hard negative
“What to avoid on a limited budget: Algolia — starts free but escalates quickly into $300–$500+/month” DeepSeek V4 Flash · budget prompt · hard negative
“Algolia draws setup-complexity, cost, and support complaints... It is risky if you want predictable pricing and merchandiser-owned tooling without engineering tickets.” Muse Glimmer 30B · negative prompt · soft negative
“Algolia combines keyword and vector search within a unified engine, delivering typo-tolerant, semantic results with sub-second response times” Claude Haiku 4.5 · comparative prompt · first choice
“Best known for speed, developer friendliness, and API-first flexibility... If you want fast implementation + strong APIs: Algolia” GPT-5.4 mini · comparative prompt · first choice
“*Algolia:* Known for blazing-fast speed, excellent developer documentation, and growing AI features. Excellent for headless setups.” Gemini 3.5 Flash · scale 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 DoofinderAlgolia vs KlevuAlgolia vs SearchspringAlgolia vs CoveoAlgolia vs Clerk.ioAlgolia vs Luigi's BoxDoofinder vs Bloomreach DiscoveryKlevu vs Bloomreach DiscoverySearchspring vs Bloomreach DiscoveryCoveo 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.