Ecommerce search and merchandising for enterprise buyers
Asked as “ecommerce search and merchandising platform”, and as “onsite product search engine for an online store”, on behalf of an enterprise B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
30%
Contested · Coveo for Commerce 26%
30Constructor26Coveo for Commerce19Bloomreach Discovery26others
30% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Constructor (30%) replaces Coveo for Commerce (26% then, 26% now), 4 points clear, inside the 11-point floor.Constructor leads at 30%, replacing Coveo for Commerce, which led at 26% and stands at 26% now: 4 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Doofinder40%Contested▲+8Since October 2026: 32% → 40%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-market
Algolia24%Contested▼−1Since October 2026: 25% → 24%, −1 point. Inside the 11-point floor: within noise.Standing →Enterprise
Constructor30%Contested↗new leaderNew leader since October 2026: Constructor (30%) replaces Coveo for Commerce (26% then, 26% now), 4 points clear, inside the 11-point floor.This page
Doofinder40%Contested▲+8Since October 2026: 32% → 40%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-marketAlgolia24%Contested▼−1Since October 2026: 25% → 24%, −1 point. Inside the 11-point floor: within noise.Standing →EnterpriseConstructor30%Contested↗new leaderNew leader since October 2026: Constructor (30%) replaces Coveo for Commerce (26% then, 26% now), 4 points clear, inside the 11-point floor.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Constructor30%3%59accepted challenger▲+17Since October 2026: 13% → 30%, +17 points. Past the 11-point floor: movement.13% → 30%
Constructor30%3%59accepted challenger▲+17Since October 2026: 13% → 30%, +17 points. Past the 11-point floor: movement.13% → 30%02Coveo for Commerce26%16%57accepted challenger=heldSince October 2026: 26% → 26%, ±0 points. Inside the 11-point floor: within noise.26% → 26%
03
Bloomreach Discovery19%8%62accepted challenger▲+6Since October 2026: 13% → 19%, +6 points. Inside the 11-point floor: within noise.13% → 19%
Bloomreach Discovery19%8%62accepted challenger▲+6Since October 2026: 13% → 19%, +6 points. Inside the 11-point floor: within noise.13% → 19%04Algolia11%31%68criticized challenger▼−6Since October 2026: 17% → 11%, −6 points. Inside the 11-point floor: within noise.17% → 11%
Algolia11%31%68criticized challenger▼−6Since October 2026: 17% → 11%, −6 points. Inside the 11-point floor: within noise.17% → 11%05
Luigi's Box2%7%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Luigi's Box2%7%14accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%06
Klevu2%33%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Klevu2%33%15criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07
Searchspring2%45%11criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Searchspring2%45%11criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the three products at 0%, ordered by negative rate
10Elasticsearch0%64%11criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
09
Athos Commerce0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Athos Commerce0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08Netcore Unbxd0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Algolia vs HawksearchAlgolia vs KlevuAlgolia vs SearchaniseAlgolia vs Bloomreach DiscoveryLuigi's Box vs DoofinderLuigi's Box vs ConstructorLuigi's Box vs HawksearchLuigi's Box vs KlevuLuigi's Box vs SearchaniseLuigi's Box vs Bloomreach DiscoveryDoofinder vs ConstructorDoofinder vs HawksearchDoofinder vs KlevuDoofinder vs SearchaniseDoofinder vs Bloomreach DiscoveryConstructor vs HawksearchConstructor vs KlevuConstructor vs SearchaniseConstructor vs Bloomreach DiscoveryHawksearch vs KlevuHawksearch vs SearchaniseHawksearch vs Bloomreach DiscoveryKlevu vs SearchaniseKlevu vs Bloomreach DiscoverySearchanise vs Bloomreach Discovery
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01C02
0304050607N08
09E10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Constructor30%
Constructor30%02Coveo for Commerce26%
03Bloomreach Discovery19%
Bloomreach Discovery19%04Algolia11%
Algolia11%05Luigi's Box2%
Luigi's Box2%06Klevu2%
Klevu2%07Searchspring2%
Searchspring2%08Netcore Unbxd0%
09Athos Commerce0%
Athos Commerce0%10Elasticsearch0%
What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Algolia31%
21 of 68 labels negative · 10 of 14 models · 5 hard negative
“What to Avoid for Predictable Total Cost ... Pure Pay-Per-Query / Pay-Per-Operation SaaS (e.g., standard Algolia plans)” Gemini 3.5 Flash, budget prompt
Coveo for Commerce
16%
9 of 57 labels negative · 7 of 14 models · 3 hard negative
“Coveo is often over-engineered and over-priced for what you get. Avoid unless you also have a broader enterprise search requirement.” DeepSeek V4 Flash, negative prompt
Elasticsearch
64%
7 of 11 labels negative · 7 of 14 models
“Self-Hosted Open Source Engines (Without Heavy Infrastructure Teams) Candidates: Elasticsearch (vanilla), Apache Solr.” Qwen 3.7 Flash, negative prompt
Bloomreach Discovery8%
5 of 62 labels negative · 5 of 14 models · 1 hard negative
“What to Avoid ... Custom quote "from $3K/month" but historically opaque pricing.” DeepSeek V4 Flash, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 929 links across 256 sites, every framing counted. Ranked by the number of answers carrying the site or page. 21 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Constructor39 answers · 46 citations · 13 models
36 answers · 36 citations · 10 models
vendor site · Clerk.io34 answers · 45 citations · 12 models
vendor site · Algolia30 answers · 52 citations · 11 models
24 answers · 45 citations · 9 models
vendor site · Guideflow23 answers · 26 citations · 10 models
vendor site · Luigi's Box20 answers · 22 citations · 11 models
vendor site · TrustRadius14 answers · 14 citations · 8 models
vendor site · Coveo13 answers · 22 citations · 6 models
vendor site · Shopify13 answers · 19 citations · 8 models
13 answers · 13 citations · 7 models
vendor site · Netcore Unbxd13 answers · 13 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
36 answers · 10 models
27 answers · 11 models
18 answers · 9 models
16 answers · 10 models
14 answers · 9 models
13 answers · 7 models
12 answers · 8 models
11 answers · 6 models
10 answers · 5 models
9 answers · 5 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best ecommerce search and merchandising platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Constructor constructor.com | 30% | 121 | 6,600 | 5,042 | 3,005 | 26 | ||
| Coveo for Commerce coveo.com Coveo for Commerce 26%, Coveo for B2B Commerce 2% | 28% | 104 | 19,503 | $5 | 43 | 1 | ||
| Bloomreach Discovery bloomreach.com | 19% | 125 | 40 | 0 | 90,056 | $8,272 | 43 | 5 |
| Algolia algolia.com Algolia 11%, Algolia Elevate 2% | 13% | 166 | 9,900 | 276 | 72,991 | $2,774 | 120 | |
| Luigi's Box luigisbox.com | 2% | 64 | 170 | 7 | 11,633 | 8 | ||
| Klevu klevu.com | 2% | 58 | 320 | 4 | 127 | |||
| Doofinder doofinder.com | 2% | 95 | 480 | 4 | 32,788 | 11 | ||
| Salesforce parent site Salesforce Commerce for B2B 2%, Salesforce Commerce Cloud 0% | 2% | 105 | 550,000 | 60,632 | ||||
| Wizzy.ai | 2% | |||||||
| Searchspring searchspring.com | 2% | 48 | 720 | 8 | 275 |
Google's top ten for the one searches hold 8 sites; 2 of them are among the sites the models cited here (clerk.io, coveo.com). The first result for “best ecommerce search and merchandising platform” is coveo.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best ecommerce search and merchandising platform for an enterprise B2B company?”Paraphrase“Which onsite product search engine for an online store would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade ecommerce search and merchandising platforms and how do they differ?”Budget-constrained“What is the best ecommerce search and merchandising platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an ecommerce search and merchandising platform. What should we look at?”Negative“Which ecommerce search and merchandising platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Luigi's Boxno first choiceChangedConstructorSearchspringno first choiceagainst: Constructor, Coveo for Commerce, Klevu, Lucidworks Fusion, Searchspring
Five alternatives
Adobe Commerce, BigCommerce B2B Edition, Bloomreach Discovery, OroCommerce, Salesforce Commerce CloudFive alternatives
Algolia, Bloomreach Discovery, Coveo for Commerce, Nosto, SearchspringTwo alternatives
Bloomreach Discovery, Luigi's BoxGPT-5.4 miniAlgolia, Coveo for CommerceConstructorChangedagainst: Algolia, Bloomreach DiscoveryBloomreach Commerce Experience Platform / Ecommerce SearchBloomreach Discovery, Constructoragainst: Algoliano first choiceagainst: Algolia, Athos Commerce, Hawksearch, Klevu, Searchanise
One alternative
Bloomreach DiscoveryOne alternative
Coveo for CommerceSix alternatives
Algolia, Constructor, Coveo for Commerce, Elastic, Elasticsearch, Lucidworks FusionGemini 3.5 FlashCoveo for CommerceCoveo for CommerceHeldagainst: Elasticsearch / OpenSearchAlgolia, Bloomreach DiscoveryBloomreach Discoveryagainst: AlgoliaConstructoragainst: Algolia, Apache Solr, Attraqt, BigCommerce, Elasticsearch, IBM WebSphere Commerce Native Search, Lucidworks Fusion, OpenSearch, Oracle Endeca, Relevanssi, Searchanise, Shopify Search & Discovery, Unbxd
Four alternatives
Algolia, Bloomreach Discovery, Constructor, GroupByThree alternatives
Algolia, Bloomreach Discovery, HawksearchFive alternatives
Constructor, Coveo for Commerce, Google Cloud Vertex AI Search for Retail, Klevu, SearchspringTwo alternatives
Constructor, Coveo for CommerceFour alternatives
Algolia, Bloomreach Discovery, Coveo for Commerce, Google Cloud Retail SearchPerplexity SonarCoveo for CommerceCoveo for CommerceHeldagainst: AlgoliaConstructorConstructoragainst: Algoliano first choiceagainst: Algolia, Athos Commerce, Bloomreach Discovery, Constructor, Coveo for Commerce, Doofinder, Meilisearch, OpenSearch, Searchanise, Self-hosted Elasticsearch, Typesense
Four alternatives
Algolia, Bloomreach Discovery, Constructor, Lucidworks FusionTwo alternatives
Bloomreach Discovery, ConstructorSix alternatives
Algolia, Athos Commerce, Bloomreach Discovery, Coveo for Commerce, Elasticsearch / OpenSearch, Netcore UnbxdThree alternatives
Bloomreach Discovery, Coveo for Commerce, Self-hosted Elasticsearch/OpenSearchGrok 4.20Bloomreach Discoveryagainst: ShopifyCoveo for CommerceChangedBloomreach Discovery, ConstructorConstructoragainst: Algolia, Athos, Coveo for Commerce, UnbxdConstructoragainst: Searchspringagainst: Adobe/Magento defaults, Algolia, BigCommerce native, Doofinder, Elasticsearch, FactFinder, Google Retail Search, Hawksearch, Lucidworks Fusion, Luigi's Box, Salesforce B2C Commerce native, Shopify's built-in, Yext
Four alternatives
Algolia, Constructor, Coveo for Commerce, Luigi's BoxThree alternatives
Algolia, Bloomreach Discovery, ConstructorThree alternatives
Algolia, Coveo for Commerce, KlevuOne alternative
Bloomreach DiscoveryThree alternatives
Algolia, Bloomreach Discovery, Coveo for CommerceMistral SmallBloomreach Discovery, ConstructorConstructorChangedBloomreach DiscoveryDoofinderagainst: Algoliano first choiceagainst: Algolia, Bloomreach Discovery, Coveo for Commerce, Fast Simon, Klevu, Searchspring
One alternative
AlgoliaThree alternatives
Algolia, Bloomreach Discovery, Coveo for CommerceFive alternatives
Algolia, Athos Commerce, Constructor, Coveo for Commerce, Netcore UnbxdTwo alternatives
Bloomreach Discovery, ConstructorDeepSeek V4 FlashConstructor, Coveo for Commerceagainst: AlgoliaAlgoliaChangedConstructorConstructoragainst: Algolia, Bloomreach Discovery, Netcore, Open-source, Unbxdno first choiceagainst: Algolia, Boost, Coveo for Commerce, Doofinder, Elasticsearch, Klevu, Searchspring
Two alternatives
Bloomreach Discovery, HawksearchTwo alternatives
Elasticsearch, TypesenseFive alternatives
Algolia, Bloomreach Discovery, Coveo for Commerce, Netcore Unbxd, SearchspringOne alternative
Coveo for CommerceSix alternatives
Algolia, Bloomreach Discovery, Clerk.io, Constructor, Coveo for Commerce, SearchspringLlama 4 MaverickSalesforce Commerce for B2BCoveo for CommerceChangedno first choiceAlgolia, Bloomreach Discovery, Constructorno first choicenothing named
Four alternatives
Bloomreach Discovery, Constructor, Hawksearch, Luigi's BoxTwo alternatives
Bloomreach Discovery, Luigi's BoxQwen 3.7 FlashBloomreach DiscoveryCoveo for CommerceChangedAlgoliaagainst: Adobe Commerce, ShopifyKlevuagainst: AlgoliaAlgolia, Constructoragainst: Adobe Commerce, Apache Solr, Elasticsearch, Hybris, Sitecore, Yoast SEO for WooCommerce, basic Shopify Search/Analytics
Four alternatives
Algolia, Constructor, Coveo for Commerce, HawksearchThree alternatives
Algolia, Constructor, HawksearchThree alternatives
Klevu, Luminate, Sitecore SearchTwo alternatives
Bloomreach Experience Manager, ConstructorThree alternatives
Bloomreach Discovery, Coveo for Commerce, DoofinderKimi K2Bloomreach Discovery, ConstructorCoveo for CommerceChangedConstructorBloomreach Discoveryagainst: Algoliano first choiceagainst: Algolia, BigCommerce OOTB search, Monetate, Oracle Endeca, SAP Commerce Cloud, Shopify Search & Discovery
One alternative
AlgoliaTwo alternatives
Algolia, Bloomreach DiscoveryFour alternatives
Algolia, Athos Commerce, Bloomreach Discovery, Coveo for CommerceOne alternative
ConstructorGLM 4.7 FlashXBloomreach Discovery, ConstructorCoveo for B2B CommerceChangedagainst: ElasticsearchBloomreach Discovery, Coveo for Commerceagainst: Athos CommerceAlgoliano first choicenothing named
Three alternatives
Adobe Commerce, Algolia, OroCommerceTwo alternatives
Algolia, Bloomreach DiscoveryFive alternatives
Algolia, Constructor, Klevu, Luigi's Box, NostoTwo alternatives
Bloomreach Discovery, ElasticsearchMiniMax M2.5ConstructorCoveo for CommerceChangedConstructoragainst: ElasticsearchWizzy.aiagainst: Algolia, Coveo for Commerce, Lucidworks Fusionno first choiceagainst: Algolia, Apache Solr, Coveo for Commerce, Elasticsearch self-managed
Three alternatives
Algolia, Bloomreach Discovery, Coveo for CommerceFour alternatives
Algolia, Bloomreach Discovery, Constructor, Luigi's BoxFive alternatives
Algolia, Bloomreach Discovery, Coveo for Commerce, Doofinder, Luigi's BoxThree alternatives
ExpertRec, Medusa, bCloud AIGPT-6 LunaCoveo for CommerceConstructorChangedno first choiceAlgolia ElevateAlgoliaagainst: Elasticagainst: Elasticsearch, Intelligent Reach, Klevu, OpenSearch, Oracle Endeca, Searchspring, Solr
Two alternatives
Algolia, ConstructorTwo alternatives
Algolia, Coveo for CommerceOne alternative
Google AI Commerce SearchThree alternatives
Bloomreach Discovery, Constructor, Coveo for CommerceMuse Glimmer 30BCoveo for CommerceCoveo for CommerceHeldConstructorBloomreach Discoveryagainst: Algolia, Coveo for Commerceno first choiceagainst: Bloomreach Discovery, Coveo for Commerce, Lucene, Solr
Three alternatives
Algolia, Bloomreach Discovery, ConstructorThree alternatives
Bloomreach Discovery, Constructor, Luigi's BoxFour alternatives
Algolia, Athos Commerce, Bloomreach Discovery, Coveo for CommerceFour alternatives
Doofinder, ElasticSuite, ExpertRec, VendureFour alternatives
Algolia, Bloomreach Discovery, Constructor, Coveo for CommerceBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:54 | yes | 18 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:36 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:03 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:35 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:01 | yes | 5 | 16 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:43 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 21 | 29 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:33 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:32 | yes | 5 | 20 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:45 | yes | 18 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:51 | yes | 15 | 27 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:54 | yes | 18 | 42 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:53 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:31 | yes | 12 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:07 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:30 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:48 | yes | 14 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:03 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:23 | yes | 10 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:27 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:18 | no | 0 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:27 | yes | 5 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:12 | yes | 14 | 58 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:09 | yes | 25 | 66 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:54 | yes | 5 | 69 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:13 | yes | 3 | 20 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:04 | yes | 11 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:46 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:26 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 17:25 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 08:37 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:17 | yes | 9 | 21 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:48 | yes | 13 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:21 | yes | 22 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:43 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:36 | no | 0 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:14 | yes | 24 | 43 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:21 | yes | 24 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:58 | yes | 15 | 51 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:51 | yes | 8 | 33 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:13 | yes | 14 | 23 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:03 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:23 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:10 | yes | 6 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 16:42 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:22 | yes | 10 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:49 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:51 | yes | 22 | 34 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:50 | yes | 9 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:27 | yes | 24 | 59 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:34 | yes | 21 | 93 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:34 | yes | 23 | 93 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:37 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:34 | yes | 13 | 24 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:10 | yes | 27 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:01 | yes | 4 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:24 | no | 0 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:42 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:20 | yes | 15 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:52 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:25 | yes | 22 | 63 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:15 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:34 | yes | 5 | 54 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:46 | yes | 20 | 52 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:54 | yes | 15 | 44 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:36 | yes | 10 | 31 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:58 | yes | 7 | 26 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:04 | yes | 15 | 31 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:38 | yes | 16 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:25 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:05 | no | 0 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 13:30 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:24 | yes | 24 | 20 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:56 | yes | 14 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:22 | yes | 21 | 81 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:50 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:43 | no | 0 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:00 | yes | 25 | 83 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:42 | yes | 25 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:14 | yes | 24 | 53 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:13 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:46 | yes | 25 | 39 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Bloomreach read as Bloomreach Discovery
Bloomreach (Bloomreach Discovery) read as Bloomreach Discovery
Bloomreach (Discovery / Commerce Search) read as Bloomreach Discovery
Bloomreach (Discovery) read as Bloomreach Discovery
Bloomreach (formerly Hippo) read as Bloomreach Discovery
Bloomreach Ecommerce Search read as Bloomreach Discovery
Constructor.io read as Constructor
Coveo read as Coveo for Commerce
Coveo (Coveo Relevance Cloud) read as Coveo for Commerce
Lucidworks read as Lucidworks Fusion
Shopify Search read as Shopify Search & Discovery
Shopify native search read as Shopify Search & Discovery
Unresolved, counted raw
Adobe Commerce Search
Adobe/Magento defaults
BigCommerce OOTB search
BigCommerce native
Bloomreach Commerce Experience Platform / Ecommerce Search
Bloomreach Experience Manager
Coveo for B2B Commerce
ElasticSuite
Elasticsearch self-managed
Elasticsearch-based implementations
Google Cloud Retail Search
Google Cloud Vertex AI Search for Retail
Google Retail Search
Hybris (SAP)
IBM WebSphere Commerce Native Search
Lucene
Open-source (Elasticsearch)
Relevanssi
SAP Commerce
Salesforce B2C Commerce native
Self-hosted Elasticsearch
Self-hosted Elasticsearch/OpenSearch
Sellarix
Shopify's built-in
Sitecore Search
Wizzy.ai
Yoast SEO for WooCommerce (Search)
basic Shopify Search/Analytics (Standard plans)
Discontinued, still offered
No shut-down product was recommended here.