Ecommerce search and merchandising for small business buyers
Asked as “ecommerce search and merchandising platform”, and as “onsite product search engine for an online store”, on behalf of a small B2B company. 56 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
32%
Contested · Algolia 18%
32Doofinder18Algolia11Klevu39others
32% 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 a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the six products 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
07
08
09
10E11
12
13Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Doofinder32%
Doofinder32%02Algolia18%
Algolia18%03Klevu11%
Klevu11%04Searchanise9%
Searchanise9%05Searchspring7%
Searchspring7%06Shopify Search & Discovery4%
Shopify Search & Discovery4%07Bloomreach Discovery2%
Bloomreach Discovery2%08Luigi's Box0%
Luigi's Box0%09Fast Simon0%
Fast Simon0%10Nosto0%
Nosto0%11Elasticsearch0%
12Constructor0%
Constructor0%13Coveo0%
Coveo0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Mistral Small, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Bloomreach Discovery78%
21 of 27 labels negative · 10 of 14 models · 9 hard negative
“While platforms like **Bloomreach** and **Coveo** are industry leaders, they are designed for massive enterprise retailers... **Why to avoid:** These systems often require engineering tickets” GLM 4.7 FlashX, negative prompt
Coveo86%
12 of 14 labels negative · 9 of 14 models · 6 hard negative
“platforms like **Bloomreach** and **Coveo** are industry leaders, they are designed for massive enterprise retailers with complex B2B requirements” GLM 4.7 FlashX, negative prompt
Algolia30%
18 of 60 labels negative · 9 of 14 models · 2 hard negative
“**Verdict:** **Avoid** unless you have a technical co-founder and a budget of $500+/month.” DeepSeek V4 Flash, negative prompt
Searchspring41%
13 of 32 labels negative · 9 of 14 models · 2 hard negative
“What to Avoid - **Searchspring** and **Klevu** are powerful but either require sales calls for pricing or start at higher price points” Kimi K2, budget 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
76 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. 1080 links across 232 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 · Guideflow51 answers · 80 citations · 11 models
36 answers · 40 citations · 11 models
32 answers · 34 citations · 9 models
24 answers · 46 citations · 10 models
vendor site · Clerk24 answers · 35 citations · 11 models
vendor site · Ringly.io23 answers · 24 citations · 9 models
23 answers · 23 citations · 10 models
vendor site · Zoovu22 answers · 23 citations · 9 models
vendor site · Algolia21 answers · 31 citations · 9 models
21 answers · 23 citations · 7 models
vendor site · SourceForge20 answers · 24 citations · 11 models
20 answers · 22 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.
49 answers · 10 models
30 answers · 9 models
28 answers · 11 models
24 answers · 9 models
23 answers · 10 models
21 answers · 9 models
20 answers · 7 models
20 answers · 8 models
19 answers · 9 models
16 answers · 9 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 |
|---|---|---|---|---|---|---|---|
| Doofinder doofinder.com | 32% | 80 | 480 | 4 | 32,788 | 11 | |
| Algolia algolia.com | 18% | 179 | 9,900 | 276 | 72,991 | $2,774 | 120 |
| Klevu klevu.com | 11% | 97 | 320 | 4 | 127 | ||
| Searchanise searchanise.io | 9% | 42 | 210 | 3 | 625 | ||
| Searchspring searchspring.com | 7% | 83 | 720 | 8 | 275 | ||
| Shopify shopify.com Shopify Search & Discovery 4%, Shopify 4% | 7% | 314 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 |
| Sparq | 2% | ||||||
| Typesense typesense.org | 2% | 14 | |||||
| edrone | 2% | ||||||
| Hawksearch hawksearch.com | 2% | 18 |
Google's top ten for the one searches hold 8 sites; 2 of them are among the sites the models cited here (clerk.io, 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 a small B2B company?”Paraphrase“Which onsite product search engine for an online store would you recommend to a small business that sells to other businesses?”Comparative“What are the top ecommerce search and merchandising platforms for a small team and how do they differ?”Budget-constrained“What is the best ecommerce search and merchandising platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an ecommerce search and merchandising platform. What should we look at?”Negative“Which ecommerce search and merchandising platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5SearchspringAlgoliaChangedagainst: Elasticsearch, SolrSparqagainst: SearchspringOmega Instant Search, Sparqno first choiceagainst: Adobe Commerce, Bloomreach Discovery, Constructor.io, Elasticsearch, Searchspring, Unbxd
Two alternatives
Cin7, Luigi's BoxTwo alternatives
Native Platform Search, WooCommerce with SearchWPThree alternatives
Algolia, Clerk.io, DoofinderTwo alternatives
Shopify, Wix eCommerceGPT-5.4 miniAlgoliaagainst: Bloomreach Discovery, Constructor, Salesforce Commerce CloudAlgoliaHeldAlgoliaagainst: Bloomreach Discovery, Constructor, LucidworksDoofinderagainst: Athos Commerce, Coveo, Klevuno first choiceagainst: Athos Commerce, Bloomreach Discovery, Fast Simon, Hawksearch, Marqo, Oracle Commerce, Salesforce Commerce for B2B
One alternative
DoofinderThree alternatives
Doofinder, Luigi's Box, SearchspringTwo alternatives
Klevu, SearchspringOne alternative
AlgoliaGemini 3.5 FlashDoofinderDoofinderHeldagainst: Bloomreach Discovery, CoveoKlevu, Searchspringagainst: AlgoliaSearchaniseagainst: Bloomreach Discovery, Constructor.io, Doofinder, Klevu, SearchspringSearchspringagainst: Algoliaagainst: Adobe Commerce, Algolia, Bloomreach Discovery, Constructor.io, Coveo, Elasticsearch, OpenSearch, Salesforce Commerce Cloud, Unbxd
Three alternatives
Algolia, Klevu, Luigi's BoxThree alternatives
Algolia, Klevu, SearchaniseTwo alternatives
Doofinder, SearchaniseFour alternatives
Boost AI Search & Discovery, FiboSearch Pro, SearchWP, Shopify Search & DiscoveryThree alternatives
Klevu, Luigi's Box, NostoPerplexity SonarDoofinderDoofinderHeldDoofinderDoofinderagainst: Klevuno first choiceagainst: Constructor, Coveo, Nosto
Two alternatives
Algolia, CoveoTwo alternatives
Luigi's Box, Site Search 360Five alternatives
AddSearch, Algolia, Klevu, Luigi's Box, SearchaniseTwo alternatives
Algolia, SearchaniseGrok 4.1 FastAlgoliaagainst: Bloomreach Discovery, Coveo, SearchspringAlgoliaHeldAlgolia, Doofinderagainst: KlevuAlgoliaagainst: Bloomreach Discovery, Klevuno first choiceagainst: Algolia, Bloomreach Discovery, Coveo, Searchspring
Three alternatives
Fast Simon, Searchanise, SparqFour alternatives
Boost, Doofinder, Klevu, SearchspringThree alternatives
Fast Simon, Luigi's Box, TagalysThree alternatives
Doofinder, Meilisearch, SearchaniseMistral SmallAlgolia, HawksearchAlgoliaChangedClerk.io, Nostoagainst: Bloomreach DiscoveryBloomreach Discovery, Searchspringno first choiceagainst: FactFinder, Searchspring, Yext
Two alternatives
Elastic, ZoovuThree alternatives
Constructor, Elasticsearch / OpenSearch, EyworaTwo alternatives
Algolia, Luigi's BoxFour alternatives
Algolia, Bloomreach Discovery, Shopify Search & Discovery, Smart Search & Product FilterDeepSeek V4 FlashDoofinderagainst: CoveoDoofinderHeldagainst: Algolia, SearchspringDoofinder, Searchaniseagainst: Constructor, SearchspringDoofinder, Searchaniseagainst: Algolia, Bloomreach Discovery, Constructor, KlevuDoofinderagainst: Algolia, Bloomreach Discovery, Constructor, Coveo, Elasticsearch, Nostoagainst: Algolia, Bloomreach Discovery, Klevu, Searchanise, Searchspring / Athos Commerce
Three alternatives
Algolia, Klevu, SearchspringTwo alternatives
AddSearch, SearchaniseFour alternatives
Algolia, Fast Simon, Klevu, Luigi's BoxOne alternative
Fast SimonTwo alternatives
Fast Simon, SearchspringLlama 4 Maverickno first choiceDoofinderChangedno first choiceDoofinderagainst: Searchspringno first choiceagainst: Clerk.io, Volusion
Qwen 3.7 FlashKlevuKlevuHeldAlgoliaagainst: Elasticsearch, SolrSearchaniseElastic Path, Klevuagainst: Algolia, Elastic, NuX, Searchspringagainst: Adobe Experience Manager (AEM) Commerce, Algolia, Amazon, BigCommerce, Coveo, Elasticsearch, OpenSearch, SAP Commerce, Salesforce Commerce Cloud, Swiftype, WooCommerce, eBay
Three alternatives
Algolia, Doofinder, HawksearchThree alternatives
Algolia, Native Search & Discovery, SearchWPThree alternatives
Klevu, Nosto, SearchspringThree alternatives
Algolia, Doofinder, Fast SimonOne alternative
DotendKimi K2Algolia, Doofinderagainst: Bloomreach Discovery, Constructor, SearchspringTypesenseChangedSearchaniseDoofinderagainst: Clerk.io, Klevu, SearchspringKlevu, Searchspringagainst: Algolia, Bloomreach Discovery, Constructor, Coveoagainst: Algolia, Athos Commerce, Bloomreach Discovery, Klevu, Nosto, Salesforce Commerce Cloud
One alternative
Luigi's BoxThree alternatives
Algolia, Meilisearch, SearchaniseFive alternatives
Algolia, Doofinder, Meilisearch, Nosto, TypesenseTwo alternatives
Algolia, SearchaniseTwo alternatives
Boost, DoofinderGLM 4.7 FlashXAlgoliaDoofinderChangedAlgolia, Shopify Search & Discoveryagainst: Bloomreach Discovery, Constructor.ioSearchaniseno first choiceagainst: Algolia, Bloomreach Discovery, Coveo, Shopify’s default search, WooCommerce basic search
Three alternatives
Doofinder, Searchanise, Shopify Search & DiscoveryTwo alternatives
Klevu, SearchaniseSeven alternatives
Clerk.io, Doofinder, Elasticsearch / OpenSearch, Fast Simon, Klevu, Searchanise, SearchspringFour alternatives
AddSearch, Algolia, Doofinder, Fast SimonMiniMax M2.5no first choiceDoofinder, KlevuChangedDoofinder, Searchaniseagainst: AlgoliaDoofinderno first choiceagainst: Algolia, Constructor, Coveo, Searchspring
Two alternatives
Algolia, SearchaniseTwo alternatives
Clerk.io, KlevuThree alternatives
Octane AI, Rebuy, Shopify's native searchGPT-6 LunaAlgolia Grow, Shopify Search & DiscoveryShopify Search & DiscoveryChangedShopify Search & DiscoveryShopifyShopifyagainst: Algolia, Bloomreach Discovery, Constructor, Klevu
One alternative
SearchspringOne alternative
SearchaniseFive alternatives
Algolia, Boost AI Search & Discovery, Nosto, Searchanise, SearchspringOne alternative
Boost's Smart Product Filter & SearchMuse Glimmer 30BKlevuSearchanise, SooqrChangedagainst: Algolia, ElasticsearchFast Simon, Tagalysagainst: KlevuDoofinderedroneagainst: Algolia, Bloomreach Discovery, Constructor, Lucidworks Fusion
Four alternatives
Algolia, Hawksearch, Searchspring, TagalysOne alternative
KlevuFour alternatives
Algolia, Nosto, Searchspring / Athos Commerce, edroneThree alternatives
Meilisearch, Searchanise, TypesenseBold 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 | 2026-10-05 00:44 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:17 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:39 | yes | 20 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 22:49 | yes | 18 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:26 | yes | 24 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:07 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:55 | yes | 25 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:42 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:23 | yes | 9 | 34 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:35 | yes | 15 | 38 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:56 | yes | 22 | 42 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:03 | yes | 10 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:16 | yes | 4 | 20 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:48 | yes | 19 | 31 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:27 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:12 | yes | 4 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:24 | yes | 25 | 31 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:20 | yes | 17 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:50 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:00 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:45 | yes | 23 | 35 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:39 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:00 | no | 0 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:49 | yes | 25 | 45 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:15 | yes | 23 | 59 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:55 | yes | 11 | 55 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:52 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:34 | yes | 21 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:42 | yes | 17 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:16 | yes | 6 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:57 | yes | 14 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:09 | yes | 18 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:26 | yes | 23 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:03 | yes | 6 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:14 | yes | 21 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:28 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:28 | no | 0 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:08 | yes | 25 | 28 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:32 | yes | 15 | 258 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:58 | yes | 12 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:38 | yes | 5 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:17 | yes | 23 | 42 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:41 | yes | 16 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:09 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:20 | yes | 15 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 23:42 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:22 | yes | 25 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:52 | yes | 5 | 6 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:12 | yes | 21 | 35 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:00 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:04 | yes | 10 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:00 | yes | 10 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:34 | yes | 22 | 36 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:45 | yes | 5 | 9 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:58 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:25 | yes | 13 | 14 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:21 | yes | 9 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:50 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:10 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 00:37 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:48 | yes | 18 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:47 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:57 | yes | 17 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:04 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:04 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:30 | yes | 14 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:27 | yes | 25 | 31 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:48 | no | 0 | 9 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:57 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:08 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:34 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:40 | yes | 6 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:39 | yes | 11 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:46 | yes | 15 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:07 | yes | 20 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:26 | yes | 13 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:12 | yes | 24 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:58 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:18 | yes | 21 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:24 | yes | 25 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:15 | yes | 20 | 37 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:27 | yes | 19 | 35 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:18 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:54 | yes | 22 | 33 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
Shopify's free Search & Discovery read as Shopify Search & Discovery
Shopify's free Search & Discovery app read as Shopify Search & Discovery
Unresolved, counted raw
Adobe Experience Manager (AEM) Commerce
Algolia Grow
Boost's Smart Product Filter & Search
Dotend
Elastic Search
Eywora
FacetWP
FiboSearch Pro
LogiCommerce
Marqo
Native Platform Search
Native Search & Discovery (Shopify)
NuX
Octane AI
Rapid Search for Shopify
Rebuy
SAP Commerce
Shopify's native search
Shopify’s default search
Site Search 360
Sitecore Search
Smart Search & Product Filter
Swiftype
Unilog
WooCommerce basic search
WooCommerce with SearchWP
Discontinued, still offered
No shut-down product was recommended here.