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. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
26%
Contested · Algolia 17%
26Coveo17Algolia13Bloomreach Discovery43others
26% of first choices, contested.
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.
The 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 rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
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.
All twenty-eight head-to-head pages: the top eight products, each against each
Algolia vs CoveoAlgolia vs Clerk.ioAlgolia vs Bloomreach DiscoveryAlgolia vs Luigi's BoxDoofinder vs KlevuDoofinder vs SearchspringDoofinder vs CoveoDoofinder vs Clerk.ioDoofinder vs Bloomreach DiscoveryDoofinder vs Luigi's BoxKlevu vs SearchspringKlevu vs CoveoKlevu vs Clerk.ioKlevu vs Bloomreach DiscoveryKlevu vs Luigi's BoxSearchspring vs CoveoSearchspring vs Clerk.ioSearchspring vs Bloomreach DiscoverySearchspring vs Luigi's BoxCoveo vs Clerk.ioCoveo vs Bloomreach DiscoveryCoveo vs Luigi's BoxClerk.io vs Bloomreach DiscoveryClerk.io vs Luigi's BoxBloomreach Discovery vs Luigi's Box
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 →
01
02
03
04
05
06
07E08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Coveo26%
Coveo26%02Algolia17%
Algolia17%03Bloomreach Discovery13%
Bloomreach Discovery13%04Constructor9%
Constructor9%05Constructor.io4%
Constructor.io4%06Nosto4%
Nosto4%07Searchspring4%
Searchspring4%08Elasticsearch4%
09Klevu0%
Klevu0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and Muse Glimmer 30B 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.
Algolia21%
14 of 68 labels negative · 8 of 14 models · 3 hard negative
“Avoid: Pure usage-based models (Algolia's per-request pricing) - costs can scale unpredictably” GLM 4.7 FlashX, budget prompt
Klevu36%
8 of 22 labels negative · 8 of 14 models
“These are not “bad,” but enterprises should verify scale, governance, and complex-workflow fit before committing.” GPT-5.4 mini, negative prompt
Searchspring38%
8 of 21 labels negative · 7 of 14 models · 2 hard negative
“Platforms to **Strongly Avoid or Approach with Extreme Caution** ... **Searchspring**” Grok 4.1 Fast, negative prompt
Bloomreach Discovery13%
8 of 62 labels negative · 7 of 14 models
“Monolithic DXPs Bundling Search/Merchandising (Standalone Usage Risk) ... (e.g., Bloomreach, Adobe Experience Manager + modules, Salesforce Commerce Cloud search layer)” Qwen 3.7 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 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. 1194 links across 302 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Guideflow47 answers · 63 citations · 12 models
vendor site · Constructor40 answers · 60 citations · 14 models
34 answers · 51 citations · 13 models
33 answers · 35 citations · 9 models
vendor site · Clerk28 answers · 35 citations · 11 models
25 answers · 25 citations · 9 models
vendor site · Zoovu23 answers · 24 citations · 12 models
vendor site · Algolia22 answers · 34 citations · 9 models
vendor site · Ringly.io20 answers · 23 citations · 9 models
18 answers · 24 citations · 9 models
18 answers · 19 citations · 9 models
vendor site · Coveo17 answers · 30 citations · 8 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.
28 answers · 9 models
26 answers · 10 models
25 answers · 10 models
25 answers · 9 models
23 answers · 9 models
23 answers · 12 models
18 answers · 9 models
13 answers · 9 models
13 answers · 8 models
12 answers · 8 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 |
|---|---|---|---|---|---|---|---|---|
| Coveo coveo.com | 26% | 101 | 2,900 | 149 | 19,503 | $5 | 43 | 1 |
| Algolia algolia.com Algolia 17%, Algolia Elevate 2% | 19% | 179 | 9,900 | 276 | 72,991 | $2,774 | 120 | |
| Bloomreach Commerce bloomreach.com Bloomreach Discovery 13%, Bloomreach Commerce 0% | 13% | 128 | 40 | 0 | 90,056 | $8,272 | 43 | 5 |
| Constructor constructor.com Constructor 9%, Constructor.io 4% | 13% | 86 | 6,600 | 5,042 | 3,005 | 26 | ||
| Hawksearch hawksearch.com | 6% | 18 | ||||||
| Nosto nosto.com | 4% | 57 | 720 | 310 | 1,653 | 3 | ||
| Searchspring searchspring.com | 4% | 83 | 720 | 8 | 275 | |||
| OroCommerce | 4% | 320 | 15 | |||||
| Elasticsearch | 4% | 12,100 | 2,798 | |||||
| Salesforce parent site Salesforce Commerce Cloud 2%, Salesforce Commerce for B2B 0% | 2% | 132 | 550,000 | 60,632 |
Google's top ten for the one searches hold 8 sites; 3 of them are among the sites the models cited here (clerk.io, coveo.com, zoovu.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 4.5OroCommerceAlgoliaChangedno first choiceCarbonno first choiceagainst: Algolia, Apache Solr, Elasticsearch
Four alternatives
Adobe Commerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsThree alternatives
Bloomreach Discovery, Constructor.io, CoveoOne alternative
AlgoliaGPT-5.4 miniSalesforce Commerce Cloud B2B CommerceCoveoChangedagainst: ElasticAlgoliaAlgoliano first choiceagainst: Athos Commerce, Boost, Hawksearch, Klevu, Luigi's Box, Nosto, Searchspring
One alternative
AlgoliaOne alternative
AlgoliaFour alternatives
Bloomreach Discovery, Constructor, Coveo, Netcore UnbxdTwo alternatives
Bloomreach Discovery, ConstructorGemini 3.5 FlashHawksearchCoveoChangedAlgolia, Bloomreach DiscoveryBloomreach Discovery, Elasticsearch, OpenSearchagainst: Algoliano first choiceagainst: Adobe Commerce, Algolia, Apache Solr, Doofinder, Elasticsearch, Fast Simon, Klevu, OpenSearch, Oracle Endeca, SAP Hybris Native Solr Search, Salesforce Commerce Cloud, Searchspring, Shopify
Four alternatives
Algolia, Bloomreach Discovery, Constructor.io, CoveoTwo alternatives
Algolia, Bloomreach DiscoveryFour alternatives
Constructor.io, Coveo, Klevu, Netcore UnbxdThree alternatives
FindTuner, Nosto, SearchspringPerplexity SonarCoveoCoveoHeldCoveoBloomreach Discoveryno first choiceagainst: Constructor, Doofinder, Fast Simon, Findify, Luigi's Box, Omega Instant Search, Shopify Search & Discovery
Three alternatives
Algolia, Bloomreach Discovery, KlevuThree alternatives
Algolia, Constructor, SearchspringFive alternatives
Algolia, Bloomreach Discovery, Constructor, Nosto, ZoovuThree alternatives
Algolia, Constructor, CoveoGrok 4.1 FastCoveoagainst: AlgoliaElasticsearchChangedAlgoliaCoveoagainst: Algolia, Elasticsearch, Klevu, SearchspringAlgoliaagainst: Algolia, Bloomreach Discovery, Coveo, Nosto, Searchspring, Sparq
Four alternatives
Bloomreach Discovery, Constructor, Google Vertex AI Search for Commerce, KlevuTwo alternatives
Algolia, CoveoSix alternatives
Bloomreach Discovery, Constructor, Coveo, Elastic, Klevu, LucidworksOne alternative
Bloomreach DiscoveryFour alternatives
Bloomreach Discovery, Crownpeak Fredhopper, Klevu, SearchspringMistral SmallConstructor.io, HawksearchAlgoliaChangedBloomreach DiscoveryNostono first choicenothing named
One alternative
Salesforce Commerce CloudThree alternatives
Coveo, Elasticsearch, SolrFive alternatives
Algolia, Constructor, Coveo, Nosto, SearchspringThree alternatives
Algolia, Bloomreach Discovery, FredhopperDeepSeek V4 FlashConstructorCoveoChangedConstructor, CoveoNostoagainst: Algolia, Bloomreach Discovery, Constructor, Coveono first choiceagainst: Experroagainst: Adobe Commerce, Algolia, Athos Commerce, BigCommerce native, Doofinder, Elastic, Klevu, Nosto, Searchspring, Shopify native
Four alternatives
Algolia, Bloomreach Discovery, Coveo, Salesforce Commerce for B2BThree alternatives
Algolia, Bloomreach Discovery, Constructor.ioSix alternatives
Algolia, Bloomreach Discovery, Elastic, FactFinder, Netcore Unbxd, SearchspringLlama 4 MaverickHawksearchno first choiceChangedno first choiceno first choiceno first choiceagainst: Bloomreach Discovery
Three alternatives
Constructor, Salesforce Commerce for B2B, StoreHippoQwen 3.7 FlashSalesforce Commerce CloudAlgolia, CoveoChangedagainst: Elasticsearch / OpenSearchAlgoliaBloomreach Discoveryagainst: Fast Simonno first choiceagainst: Adobe Experience Manager, Algolia, Bloomreach Discovery, Coveo, Lucene/Elastic Stack, Salesforce Commerce Cloud
Four alternatives
Algolia, Bloomreach Discovery, Constructor.io, CoveoOne alternative
Bloomreach DiscoveryFour alternatives
Bloomreach Discovery, Constructor.io, Coveo, NostoThree alternatives
Algolia, ExpertRec, KlevuKimi K2Constructor, CoveoConstructor, CoveoHeldConstructorSearchspringagainst: Algolia Elevate, Bloomreach Discovery, Constructor, CoveoAlgoliaagainst: Athos Commerce, Klevu, Searchspringagainst: Algolia, Bloomreach Discovery, Elasticsearch, Solr
Two alternatives
Algolia, Bloomreach DiscoveryOne alternative
Bloomreach DiscoverySix alternatives
Algolia, Bloomreach Discovery, Coveo, Elasticsearch, Klevu, SearchspringTwo alternatives
Findify, KlevuFour alternatives
Bloomreach Discovery, Constructor, Coveo, ElasticGLM 4.7 FlashXBloomreach Discovery, OroCommerceCoveoChangedAlgoliaBloomreach Discoveryagainst: Algoliano first choiceagainst: Klevu, Magento (Adobe Commerce) Native Search, Shopify Native Search, WooCommerce
Four alternatives
Adobe Commerce, Algolia, Coveo, NostoThree alternatives
Algolia, Bloomreach Commerce, ConstructorFive alternatives
Bloomreach Discovery, Constructor, Coveo, Lucidworks Fusion, NostoTwo alternatives
Elasticsearch/Elastic Cloud, TypesenseMiniMax M2.5CoveoCoveoHeldBloomreach DiscoveryAlgoliaagainst: Self-hosted Elasticsearch/OpenSearchno first choiceagainst: Doofinder, Fast Simon, LupaSearch, Prefixbox, SearchTap
Three alternatives
Algolia, Bloomreach Discovery, ElasticsearchTwo alternatives
Algolia, YextSix alternatives
Algolia, Constructor.io, Coveo, Elasticsearch, Klevu, SearchspringFour alternatives
Bloomreach Discovery, Constructor, Coveo, DoofinderGPT-6 LunaConstructorConstructorHeldAlgoliaAlgolia Elevateagainst: Bloomreach Discovery, CoveoAlgoliaagainst: Adobe Live Searchagainst: Elastic App Search / standalone Enterprise Search, Elasticsearch, Klevu, Searchspring, Shopify Search & Discovery
Three alternatives
Algolia, Bloomreach Discovery, CoveoOne alternative
CoveoFour alternatives
Bloomreach Discovery, Constructor, Coveo for Commerce, Google AI Commerce SearchTwo alternatives
Bloomreach Discovery, ConstructorMuse Glimmer 30BBloomreach Discovery, Constructor.ioCoveoChangedagainst: Algolia, Elasticsearch / OpenSearchAlgolia, Bloomreach Discovery, ConstructorBloomreach Discovery, Searchspringagainst: Algolia, Constructor, CoveoAlgoliaagainst: Algolia, Athos Commerce, Bloomreach Discovery, Constructor.io, Coveo, Klevu, Nosto, Searchspring
Two alternatives
Algolia, HawksearchTwo alternatives
Bloomreach Discovery, ConstructorTwo alternatives
Coveo, SearchspringTwo alternatives
Coveo, SearchspringBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-04 23:56 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:58 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:40 | yes | 20 | 33 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:19 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:54 | yes | 23 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:20 | yes | 14 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:30 | yes | 20 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:00 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:43 | yes | 6 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:18 | yes | 18 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:09 | yes | 23 | 144 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:19 | yes | 15 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:29 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:14 | yes | 14 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:41 | yes | 9 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:23 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:22 | yes | 12 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:47 | yes | 17 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:44 | yes | 21 | 17 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:38 | yes | 15 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:02 | yes | 23 | 37 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:15 | yes | 5 | 10 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:36 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:11 | yes | 23 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:29 | yes | 24 | 63 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:40 | yes | 10 | 38 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:31 | yes | 2 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:09 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:51 | yes | 18 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:37 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:54 | yes | 8 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:45 | yes | 17 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:12 | yes | 23 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:42 | yes | 13 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:33 | yes | 23 | 41 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:18 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:45 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:22 | yes | 14 | 25 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:12 | yes | 25 | 42 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:19 | yes | 18 | 77 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:36 | yes | 8 | 39 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:44 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:33 | yes | 17 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:39 | yes | 5 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:35 | yes | 14 | 34 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 22:59 | yes | 16 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:48 | yes | 25 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:13 | yes | 5 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:20 | yes | 23 | 30 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:34 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:46 | yes | 23 | 143 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:01 | yes | 25 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:37 | yes | 25 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:34 | yes | 22 | 85 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:25 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:48 | yes | 23 | 38 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:27 | yes | 27 | 16 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:27 | yes | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:44 | yes | 6 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:10 | yes | 17 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:48 | yes | 20 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:41 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:02 | yes | 24 | 71 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:20 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:39 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:30 | yes | 24 | 60 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:22 | yes | 15 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:19 | no | 0 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:54 | yes | 4 | 29 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:54 | yes | 15 | 29 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:31 | yes | 27 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:21 | yes | 2 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:59 | yes | 20 | 35 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 01:02 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:14 | yes | 24 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:13 | yes | 14 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:25 | yes | 25 | 76 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:26 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:19 | yes | 14 | 60 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:35 | yes | 24 | 23 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:21 | yes | 23 | 40 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:23 | yes | 18 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:13 | yes | 4 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:09 | yes | 21 | 31 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Bloomreach read as Bloomreach Discovery
Bloomreach (Discovery) read as Bloomreach Discovery
Bloomreach (Emplifi) read as Bloomreach Discovery
Unresolved, counted raw
Attivio
BigCommerce native
Bloomreach Commerce
Carbon
CommerceTools’ Search & Discovery
Coveo for Commerce
Crownpeak Fredhopper
Dotstorm
Elastic App Search / standalone Enterprise Search
Empathy.co
Endeca
FindTuner
Fredhopper
Google AI Commerce Search
Google Vertex AI Search for Commerce
Lucene/Elastic Stack
LupaSearch
Magento (Adobe Commerce) Native Search
Near
Prefixbox
SAP Hybris Native Solr Search
Salesforce Commerce Cloud B2B Commerce
Salesforce's Einstein commerce capabilities
Search.io
SearchTap
Searchandising
Self-hosted Elasticsearch/OpenSearch
Shopify Native Search
Shopify native
Sprello
Spryker Search
StoreHippo
commeretools
dotSearch
Discontinued, still offered
No shut-down product was recommended here.