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Ecommerce search and merchandising · October 2026 Edition

Doofinder vs Bloomreach Discovery

Zero of fourteen models named Doofinder first on the direct prompt; one named Bloomreach Discovery. Doofinder was named by twelve of the fourteen models and Bloomreach Discovery by thirteen and Doofinder carries 25 labels and Bloomreach Discovery 43, so the shares are not directly comparable.

Doofinder

accepted challenger

Named in one category this edition.

Bloomreach Discovery

criticized challenger

Named in one category this edition.

First-choice share12%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.

Negative rate0%35%Negative labels as a share of the product's labels, 0 to 100.

Rank in category#2#7A position in a field of 11; printed, not drawn.

Labels2543A count; the two differ.

The two percentage rows are drawn on one 0 to 100 track, Doofinder 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 Bloomreach Discovery · Doofinder 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.

DoofinderFirst choices, of fourteen modelsBloomreach Discovery

Direct011 against Bloomreach Discovery

Paraphrase101 against Bloomreach Discovery

Comparative011 against Bloomreach Discovery

Budget-constrained504 against Bloomreach Discovery

Scale-constrained001 against Bloomreach Discovery

Negative007 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, Doofinder and Bloomreach Discovery were named in the same answer thirty-nine times, of the 80 answers naming Doofinder and the 132 naming Bloomreach Discovery. In those answers Bloomreach Discovery took the first choice two times and Doofinder ten.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Doofinder 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

Doofinder

Bloomreach Discovery

first choice

named as an alternative

argued againstblank: not namedEach cell is one answer, Doofinder on the left and Bloomreach Discovery on the right.

The direct prompt

The plain question, one answer per model, grouped by where Doofinder and Bloomreach Discovery stood in it.

Bloomreach Discovery first, Doofinder not the choice

1 of 14 modelsDoofinder 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

4 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

Perplexity SonarCoveo alternatives: Algolia, Bloomreach Discovery, Constructor, Doofinder

GLM 4.7 FlashXShopify Plus with B2B Suite alternatives: Algolia, Bloomreach Discovery, Clerk.io, Searchspring

Neither was named

9 of 14 modelsThe answer made no first choice from these two in this category.

Gemini 3.5 FlashHawksearch alternatives: Algolia, Klevu, Searchspring

Grok 4.1 FastKlevu alternatives: Algolia, Searchspring

Mistral SmallExperro alternatives: Clerk.io, Hawksearch

DeepSeek V4 FlashCoveo, Searchspring alternatives: Algolia, Klevu

Llama 4 Maverickno first choice

Qwen 3.7 FlashBigCommerce alternatives: Algolia, Klevu

MiniMax M2.5Clerk.io, Searchspring alternatives: Experro, Klevu, Nosto

GPT-6 LunaAlgolia alternatives: Coveo, Hawksearch, Klevu

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

Doofinder leads by thirty points.

Doofinder#1 of 13

Bloomreach Discovery#7 of 13

The full small business standing →

Mid-marketThe figures above

Doofinder leads by ten points.

Doofinder#2 of 11

Bloomreach Discovery#7 of 11

The full mid-market standing →

Enterprise

The order flips: Bloomreach Discovery leads at enterprise.

Bloomreach Discovery#3 of 9

Doofinder#– of 9

The full enterprise standing →

What the models said about Doofinder

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

“Doofinder - Offers conversion-focused search with quick-setup AI search for SMB and mid-market, starting at $49/month.” Llama 4 Maverick · paraphrase prompt · first choice

“Doofinder appears to be the best ecommerce search and merchandising platform for companies with limited budgets” MiniMax M2.5 · budget prompt · first choice

“Doofinder – Best All-Around for SMBs ... public, transparent pricing starting around $35–$49/month” Qwen 3.7 Flash · budget 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 Doofinder Algolia vs Bloomreach Discovery Doofinder vs Klevu Doofinder vs Searchspring Doofinder vs Coveo Doofinder vs Clerk.io Doofinder vs Luigi's Box Klevu vs Bloomreach Discovery Searchspring vs Bloomreach Discovery Coveo vs Bloomreach Discovery Clerk.io vs Bloomreach Discovery Bloomreach Discovery vs Luigi's Box All 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.