Ecommerce search and merchandising · November 2026 Edition
Constructor vs Bloomreach Discovery
Two of fourteen models named Constructor first on the direct prompt; zero named Bloomreach Discovery. Both were named by all fourteen models and Constructor carries 42 labels and Bloomreach Discovery 44, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category this edition.
First-choice share8%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate19%16%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#8A position in a field of 14; printed, not drawn.
Labels4244A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Constructor reading right to left. Rank and label count are printed, not drawn.Luigi's Box was named alongside these two in nine of the fourteen direct answers. Algolia vs Constructor · Algolia vs Bloomreach Discovery · Luigi's Box vs Constructor
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.
ConstructorFirst choices, of fourteen modelsBloomreach Discovery
Direct201 against Constructor
Paraphrase113 against Constructor · 1 against Bloomreach Discovery
Comparative50
Budget-constrained001 against Constructor
Scale-constrained111 against Bloomreach Discovery
Negative003 against Constructor · 5 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 November 2026 Edition, Constructor and Bloomreach Discovery were named in the same answer 108 times, of the 133 answers naming Constructor and the 139 naming Bloomreach Discovery. In those answers Bloomreach Discovery took the first choice seven times and Constructor twenty-four.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Constructor 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 4.20 | | | | | | |
| 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 | | |
Constructor Bloomreach Discovery first choice named as an alternative argued againstblank: not namedEach cell is one answer, Constructor on the left and Bloomreach Discovery on the right.The direct prompt
The plain question, one answer per model, grouped by where Constructor and Bloomreach Discovery stood in it.
Constructor first, Bloomreach Discovery an alternative
2 of 14 modelsBloomreach Discovery was named in the answer but not as the choice, or not at all.Grok 4.20Constructor alternatives: Algolia, Athos Commerce, Bloomreach Discovery, Luigi's Box
Mistral SmallConstructor, Luigi's Box alternatives: Clerk.io, Coveo for Commerce, Hawksearch
Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Klevu alternatives: BigCommerce, Bloomreach Discovery, Nosto, Searchspring
GPT-5.4 miniAlgolia alternatives: Adobe Commerce, Bloomreach Discovery, Salesforce B2B Commerce, Searchspring
Gemini 3.5 FlashHawksearch alternatives: Algolia, Bloomreach Discovery, Coveo for Commerce, Klevu
Llama 4 MaverickLuigi's Box alternatives: Athos Commerce, Bloomreach Discovery, Clerk.io, Constructor
Qwen 3.7 FlashLuigi's Box alternatives: Algolia, Bloomreach Discovery, Hawksearch
Kimi K2Klevu alternatives: Algolia, Athos Commerce, Bloomreach Discovery
GLM 4.7 FlashXAthos Commerce alternatives: Algolia, Constructor, Luigi's Box
GPT-6 LunaAlgolia alternatives: Constructor, Klevu, Searchspring
Muse Glimmer 30BLuigi's Box alternatives: Bloomreach Discovery, Constructor, Hawksearch
Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.Perplexity SonarLuigi's Box alternatives: Coveo for Commerce, Hawksearch
DeepSeek V4 FlashLuigi's Box alternatives: Athos Commerce, Hawksearch, Klevu
MiniMax M2.5Luigi's Box alternatives: Athos Commerce, Clerk.io, Hawksearch
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
Constructor leads by two points.
Constructor2%#11 of 15Bloomreach Discovery0%#15 of 15Mid-marketThe figures above
Constructor leads by four points.
Constructor8%#4 of 14Bloomreach Discovery4%#8 of 14Enterprise
Constructor leads by eleven points.
Constructor30%#1 of 10Bloomreach Discovery19%#3 of 10What the models said about Constructor
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Overkill and expensive ($100s–$1,000s/month); not suitable for limited budgets.” Grok 4.20 · budget prompt · hard negative
“Bloomreach, Coveo, Constructor.io, Google Vertex AI Search for Commerce | SMBs & Mid-Market: ... Avoid them unless you have dedicated merchandising teams” Gemini 3.5 Flash · negative prompt · soft negative
“Constructor — strong product discovery, but ensure the team can handle the learning curve and workflow complexity.” GPT-5.4 mini · negative prompt · soft negative
“Best overall for most mid-market B2B: Constructor — Strongest in AI-driven search, personalization, and merchandising for complex B2B catalogs.” Grok 4.20 · direct prompt · first choice
“My first choice would be Constructor if your buyers see different catalogs, prices, or availability depending on their account.” GPT-6 Luna · paraphrase prompt · first choice
“Luigi's Box and Constructor are top choices due to their B2B-specific features and strong performance.” Mistral Small · 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.
“Platforms to Approach with Caution or Potentially Avoid - Bloomreach Discovery ... Frequently criticized for high costs relative to results” Grok 4.20 · negative prompt · hard negative
“criticized for being complex and costly for mid-market or smaller retailers” Mistral Small · negative prompt · hard negative
“SMBs & Mid-Market: These platforms carry steep annual contract minimums ... Avoid them unless you have dedicated merchandising teams” Gemini 3.5 Flash · negative prompt · soft negative
“Algolia or Bloomreach Discovery are top choices due to their robust features, scalability, and AI capabilities” Mistral Small · paraphrase prompt · first choice
“Want fastest time-to-value and strong merchandising team empowerment? → Constructor, Bloomreach, or Nosto.” Grok 4.20 · scale prompt · first choice
“Best AI-Powered Visual Merchandising... Trade-off: Enterprise-oriented pricing structure; may be over-engineered for smaller mid-market businesses.” Gemini 3.5 Flash · direct prompt · alternative
Also compared
Algolia vs ConstructorAlgolia vs Bloomreach DiscoveryLuigi's Box vs ConstructorLuigi's Box vs Bloomreach DiscoveryDoofinder vs ConstructorDoofinder vs Bloomreach DiscoveryConstructor vs HawksearchConstructor vs KlevuConstructor vs SearchaniseHawksearch vs Bloomreach DiscoveryKlevu vs Bloomreach DiscoverySearchanise vs Bloomreach DiscoveryAll 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.