Ecommerce marketing for enterprise buyers
Asked as “ecommerce marketing platform”, and as “marketing tool 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.
Standing · first-choice share
15%
Contested · Salesforce Marketing Cloud 15%
15Adobe Marketo Engage15Salesforce Marketing Cloud11Salesforce Commerce Cloud59others
15% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Salesforce Marketing Cloud (13%) replaces Adobe Marketo Engage (22% then, 11% now), 2 points clear, inside the 11-point floor.Salesforce Marketing Cloud leads at 13%, replacing Adobe Marketo Engage, which led at 22% and stands at 11% now: 2 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
HubSpot Marketing Hub28%Contested↗new leaderNew leader since September 2026: HubSpot Marketing Hub (24%) replaces Klaviyo (17% then, 14% now), 10 points clear, inside the 11-point floor.Standing →Mid-marketHubSpot Marketing Hub38%Contested▼−2Since September 2026: 36% → 34%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Salesforce Marketing Cloud15%Contested↗new leaderNew leader since September 2026: Salesforce Marketing Cloud (13%) replaces Adobe Marketo Engage (22% then, 11% now), 2 points clear, inside the 11-point floor.This page
HubSpot Marketing Hub28%Contested↗new leaderNew leader since September 2026: HubSpot Marketing Hub (24%) replaces Klaviyo (17% then, 14% now), 10 points clear, inside the 11-point floor.Standing →Mid-marketHubSpot Marketing Hub38%Contested▼−2Since September 2026: 36% → 34%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseSalesforce Marketing Cloud15%Contested↗new leaderNew leader since September 2026: Salesforce Marketing Cloud (13%) replaces Adobe Marketo Engage (22% then, 11% now), 2 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 September 2026
01Salesforce Marketing Cloud15%11%37accepted challenger▼−7Since September 2026: 20% → 13%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 13%
Salesforce Marketing Cloud15%11%37accepted challenger▼−7Since September 2026: 20% → 13%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 13%02
Adobe Marketo Engage15%5%21accepted challenger▼−11Since September 2026: 22% → 11%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.22% → 11%
Adobe Marketo Engage15%5%21accepted challenger▼−11Since September 2026: 22% → 11%, −11 points. Past the 11-point floor: movement. Read over the models both editions asked.22% → 11%03
Salesforce Commerce Cloud11%12%32accepted challenger▲+11Since September 2026: 2% → 13%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 13%
Salesforce Commerce Cloud11%12%32accepted challenger▲+11Since September 2026: 2% → 13%, +11 points. Past the 11-point floor: movement. Read over the models both editions asked.2% → 13%04HubSpot Marketing Hub9%33%27criticized challenger▲+4Since September 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 11%
HubSpot Marketing Hub9%33%27criticized challenger▲+4Since September 2026: 7% → 11%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 11%05
Adobe Commerce7%24%38accepted challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 9%
Adobe Commerce7%24%38accepted challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 9%06
Shopify4%22%37accepted challenger▼−2Since September 2026: 7% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 4%
Shopify4%22%37accepted challenger▼−2Since September 2026: 7% → 4%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 4%07
BigCommerce4%12%26accepted challenger▼−5Since September 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 4%
BigCommerce4%12%26accepted challenger▼−5Since September 2026: 9% → 4%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 4%08
Braze4%11%18accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Braze4%11%18accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%09
Klaviyo2%38%29criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
Klaviyo2%38%29criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%Show the two products at 0%, ordered by negative rate
10
SAP Commerce Cloud0%16%19accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
SAP Commerce Cloud0%16%19accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%11
commercetools0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
commercetools0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
HubSpot Marketing Hub vs ActiveCampaignHubSpot Marketing Hub vs BrevoHubSpot Marketing Hub vs Shopify EmailHubSpot Marketing Hub vs BigCommerceOmnisend vs KlaviyoOmnisend vs ShopifyOmnisend vs ActiveCampaignOmnisend vs BrevoOmnisend vs Shopify EmailOmnisend vs BigCommerceKlaviyo vs ShopifyKlaviyo vs ActiveCampaignKlaviyo vs BrevoKlaviyo vs Shopify EmailKlaviyo vs BigCommerceShopify vs ActiveCampaignShopify vs BrevoShopify vs Shopify EmailShopify vs BigCommerceActiveCampaign vs BrevoActiveCampaign vs Shopify EmailActiveCampaign vs BigCommerceBrevo vs Shopify EmailBrevo vs BigCommerceShopify Email vs BigCommerce
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 →
0102030405060708091011Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Salesforce Marketing Cloud15%
Salesforce Marketing Cloud15%02Adobe Marketo Engage15%
Adobe Marketo Engage15%03Salesforce Commerce Cloud11%
Salesforce Commerce Cloud11%04HubSpot Marketing Hub9%
HubSpot Marketing Hub9%05Adobe Commerce7%
Adobe Commerce7%06Shopify4%
Shopify4%07BigCommerce4%
BigCommerce4%08Braze4%
Braze4%09Klaviyo2%
Klaviyo2%10SAP Commerce Cloud0%
SAP Commerce Cloud0%11commercetools0%
commercetools0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. 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 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.
Klaviyo38%
11 of 29 labels negative · 9 of 14 models · 2 hard negative
“typically chosen over per-seat/contact tools like HubSpot, Klaviyo or Omnisend” Muse Glimmer 30B, budget prompt
Shopify22%
8 of 37 labels negative · 8 of 14 models · 1 hard negative
“Storefront / commerce platforms that are generally too limiting at enterprise scale... **Shopify Standard / Shopify Plus for complex global commerce**” Muse Glimmer 30B, negative prompt
Mailchimp100%
9 of 9 labels negative · 6 of 14 models · 3 hard negative
“Platforms to Avoid (Strictly SMB/Mid-Market Tools)... Mailchimp has attempted to move upmarket but remains ill-suited for enterprise-grade ecommerce.” Gemini 3.5 Flash, negative prompt
Adobe Commerce24%
9 of 38 labels negative · 6 of 14 models · 2 hard negative
“here are e-commerce platforms that large enterprises should avoid or approach with caution: ... Magento/Adobe Commerce” MiniMax M2.5, 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
73 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. 1068 links across 376 sites, every framing counted. Ranked by the number of answers carrying the site or page. 6 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 · Shopify30 answers · 39 citations · 13 models
23 answers · 28 citations · 11 models
vendor site · BigCommerce22 answers · 27 citations · 9 models
21 answers · 24 citations · 9 models
vendor site · Virto Commerce18 answers · 19 citations · 9 models
vendor site · Drip18 answers · 18 citations · 8 models
vendor site · Maestra17 answers · 28 citations · 9 models
15 answers · 18 citations · 8 models
vendor site · Sequenzy13 answers · 15 citations · 8 models
13 answers · 14 citations · 8 models
vendor site · GetResponse13 answers · 13 citations · 8 models
vendor site · Guideflow12 answers · 16 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.
18 answers · 10 models
17 answers · 8 models
13 answers · 8 models
11 answers · 7 models
11 answers · 7 models
11 answers · 7 models
10 answers · 9 models
10 answers · 6 models
10 answers · 8 models
10 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 marketing platform”, “ecommerce marketing 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 |
|---|---|---|---|---|---|---|---|---|
| Salesforce parent site Salesforce Marketing Cloud 15%, Salesforce Commerce Cloud 11%, Salesforce B2B Commerce 2%, Salesforce Marketing Cloud Next 2% | 30% | 296 | 550,000 | 60,632 | ||||
| Adobe parent site Adobe Marketo Engage 15%, Adobe Commerce 7% | 22% | 299 | 1,220,000 | 117,563 | ||||
| HubSpot parent site HubSpot Marketing Hub 9% | 9% | 934 | 368,000 | 9,776 | ||||
| Maestra maestra.io | 6% | 17 | ||||||
| Maropost Marketing Cloud maropost.com | 6% | 6 | ||||||
| Shopify shopify.com | 4% | 314 | 1,000,000 | 38,067 | 3,486,997 | $3,351 | 110 | |
| BigCommerce bigcommerce.com BigCommerce 4%, BigCommerce B2B Edition 0% | 4% | 180 | 9,900 | 989 | 655,124 | $1,225 | 115 | |
| Braze braze.com | 4% | 505 | 27,100 | 6,395 | 55,552 | $13,112 | 59 | |
| Adobe Experience Cloud adobe.com | 2% | 41 | 242,010,966 | $9,855 | 119 | |||
| Klaviyo klaviyo.com | 2% | 353 | 90,500 | 1,560 | 200,057 | $572 | 20 | 8 |
Google's top ten for the two searches hold 14 sites; 0 of them are among the sites the models cited here. The first result for “best ecommerce marketing platform” is ecomm.design.
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 marketing platform for an enterprise B2B company?”Paraphrase“Which marketing tool for an online store would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade ecommerce marketing platforms and how do they differ?”Budget-constrained“What is the best ecommerce marketing 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 marketing platform. What should we look at?”Negative“Which ecommerce marketing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Salesforce Commerce CloudHubSpot Marketing Hub, ShopifyChangedShopifyMaestra, Maropost Marketing Cloudno first choiceagainst: Shopify
Five alternatives
Adobe Commerce, BigCommerce, Oracle Commerce, SAP Commerce Cloud, ShopifyOne alternative
Adobe Marketo EngageThree alternatives
Adobe Commerce, BigCommerce, Salesforce Commerce CloudTwo alternatives
Adobe Commerce, Elastic Path Composable CommerceGPT-5.4 miniSalesforce Commerce Cloud, Salesforce Marketing CloudSalesforce Marketing CloudChangedagainst: HubSpot Marketing Hub, Klaviyono first choiceBrazeagainst: HubSpot Marketing Hub, Oracle Eloquano first choicenothing named
Three alternatives
Adobe Commerce, Adobe Experience Cloud, Oracle B2B CommerceTwo alternatives
Adobe Marketo Engage, BrazeSeven alternatives
Adobe Commerce, Adobe Experience Cloud, Klaviyo, SAP Commerce Cloud, SAP Engagement Cloud, Salesforce Commerce Cloud, Salesforce Marketing CloudTwo alternatives
Commerce Cloud, Salesforce Marketing CloudGemini 3.5 FlashHubSpot Marketing Hubagainst: KlaviyoAdobe Marketo EngageChangedagainst: Klaviyo, Mailchimpno first choiceMaestraagainst: Adobe Marketo Engage, HubSpot Marketing Hub, Salesforce Marketing Cloudno first choiceagainst: ActiveCampaign, Brevo, Constant Contact, HubSpot Marketing Hub, Klaviyo, Mailchimp, Shopify Email, Squarespace Email
Five alternatives
Adobe Commerce, Adobe Marketo Engage, Salesforce Commerce Cloud, Salesforce Marketing Cloud Account Engagement, ShopifyFour alternatives
Bloomreach, HubSpot Marketing Hub, Salesforce Marketing Cloud, Salesforce Marketing Cloud Account EngagementEight alternatives
Adobe Experience Cloud, Bloomreach, Braze, Insider, Klaviyo, SAP Emarsys, Salesforce Data Cloud, Salesforce Marketing CloudTwo alternatives
GetResponse, GoHighLevelPerplexity SonarAdobe Commerce, Salesforce Commerce Cloudagainst: HubSpot Marketing HubAdobe Marketo EngageChangedno first choiceBigCommerceagainst: Shopifyno first choiceagainst: Adobe Commerce, Big Cartel, BigCommerce, Ecwid, Gumroad, Klaviyo, Salesforce Commerce Cloud, Square Online, Wix, WooCommerce
Two alternatives
BigCommerce, SAP Commerce CloudOne alternative
HubSpot Marketing HubOne alternative
Salesforce Commerce CloudGrok 4.1 FastSalesforce Commerce CloudHubSpot Marketing HubChangedno first choiceagainst: Oracle Marketing CloudMaropost Marketing Cloudagainst: BigCommerce, Braze, ShopifyBrazeagainst: Klaviyo, Mailchimp, Omnisend, Wix eCommerce
Five alternatives
Adobe Commerce, BigCommerce, SAP Commerce Cloud, Salesforce Marketing Cloud, ShopifyThree alternatives
Adobe Marketo Engage, Klaviyo, Salesforce Marketing CloudTwo alternatives
Klaviyo, Salesforce Marketing CloudTwo alternatives
Klaviyo, MaropostMistral SmallSparkLayer, VTEXKlaviyo, Salesforce Marketing CloudChangedno first choiceagainst: SAP Hybris CommerceShopifyagainst: Adobe Commerceno first choiceagainst: Adobe Commerce, Bagisto, Odoo, SAP Commerce Cloud, Squarespace Commerce, Wix
Three alternatives
Adobe Commerce, BigCommerce, ShopifyFive alternatives
Adobe Campaign, BigQuery, Google Analytics 4, HubSpot Marketing Hub, LinkedIn Campaign ManagerOne alternative
Salesforce Commerce CloudDeepSeek V4 FlashAdobe Commerce, Salesforce Commerce CloudSalesforce Marketing CloudChangedKlaviyoMaropost Marketing Cloudagainst: ActiveCampaign, Adobe Campaign, Braze, HubSpot Marketing Hub, Klaviyo, Mailchimp, Salesforce Commerce Cloud, Salesforce Marketing Cloudno first choiceagainst: Constant Contact, Mailchimp, Omnisend, Shopify Email, Weebly, Wix
Six alternatives
Adobe Marketo Engage, BigCommerce, HubSpot Marketing Hub, Klaviyo, Salesforce Marketing Cloud Account Engagement, ShopifyTwo alternatives
Adobe Marketo Engage, HubSpot Marketing HubEight alternatives
Adobe Commerce, Adobe Real-Time CDP, BigCommerce, Braze, HubSpot Marketing Hub, Iterable, Salesforce Marketing Cloud, ShopifyLlama 4 Maverickno first choiceHubSpot Marketing HubChangedno first choiceno first choiceno first choiceagainst: Adobe Commerce, SAP Commerce Cloud, SAP Hybris, Salesforce Commerce Cloud, Shopify
Three alternatives
Drip, Klaviyo, Salesforce Marketing CloudQwen 3.7 FlashAdobe CommerceSalesforce Marketing CloudChangedagainst: Mailchimp, Wixno first choiceBloomreach Experience, Salesforce Marketing Cloudagainst: Klaviyo, Mailchimpno first choiceagainst: Adobe Commerce, Traditional SAP Commerce Cloud, WooCommerce, WordPress
Three alternatives
BigCommerce, Salesforce Commerce Cloud, ShopifyTwo alternatives
Adobe Experience Cloud, Oracle EloquaFour alternatives
Adobe Experience Cloud, Braze, Maestra, Salesforce Marketing CloudThree alternatives
Attentive, Oracle Responsys, Salesforce Commerce CloudKimi K2OroCommerceAdobe Experience Cloud, Adobe Marketo EngageChangedShopifyBigCommerceagainst: Commerce Cloud, Salesforce Marketing Cloudno first choiceagainst: Shopify, Squarespace Commerce, Standard Shopify, Wix, WooCommerce
Three alternatives
Adobe Commerce, SAP Commerce Cloud, Salesforce B2B CommerceSeven alternatives
Adobe Commerce, Adobe Real-Time CDP, BigCommerce B2B Edition, HubSpot Marketing Hub, Salesforce Commerce Cloud, Salesforce Marketing Cloud, ShopifyFive alternatives
Adobe Commerce, BigCommerce, SAP Commerce Cloud, Salesforce Commerce Cloud, commercetoolsOne alternative
ShopifySix alternatives
Adobe Commerce, Adobe Marketo Engage, Braze, Hightouch, Klaviyo, Salesforce Marketing CloudGLM 4.7 FlashXSalesforce B2B CommerceAdobe Marketo EngageChangedSalesforce Commerce Cloud, Salesforce Marketing Cloudagainst: Salesforce Marketing CloudMaestraagainst: Adobe Commerce, Klaviyo, Salesforce Commerce Cloudno first choiceagainst: Adobe Commerce, Amazon Ads, BigCommerce, Etsy, Shopify, Target Plus, Walmart Marketplace, WooCommerce, eBay
Seven alternatives
ActiveCampaign, Adobe Commerce, BigCommerce B2B Edition, HubSpot Marketing Hub, Klaviyo, Shopify, commercetoolsFive alternatives
6sense, Adobe Real-Time CDP, Demandbase, Salesforce Data Cloud, Salesforce Marketing CloudFive alternatives
Adobe Commerce (Magento) + Adobe Experience Cloud, Braze, HubSpot Marketing Hub, Klaviyo, SAP Commerce CloudOne alternative
ShopifyMiniMax M2.5Adobe CommerceSalesforce Commerce CloudChangedno first choiceAdobe Marketo Engage, HubSpot Marketing Hub, Salesforceagainst: Adobe Commerce, Elastic Path Composable Commerce, Keap, Shopifyno first choiceagainst: Adobe Commerce, Bagisto, Odoo, SAP Commerce Cloud
Four alternatives
BigCommerce B2B Edition, OroCommerce, SAP Commerce Cloud, ShopifyFive alternatives
Adobe Commerce, BigCommerce, SAP Commerce Cloud, Salesforce Marketing Cloud, ShopifyOne alternative
ClickBossGPT-6 LunaAdobe Marketo EngageSalesforce Marketing CloudChangedno first choiceSalesforce Marketing Cloud Nextno first choiceagainst: Klaviyo, Mailchimp, Omnisend, Shopify Email
Three alternatives
Adobe Commerce, Salesforce B2B Commerce, Salesforce Marketing Cloud Account EngagementOne alternative
Adobe Marketo EngageSeven alternatives
Adobe Journey Optimizer, Bloomreach, Braze, Iterable, Klaviyo, SAP Engagement Cloud, Salesforce Marketing CloudTwo alternatives
HubSpot Marketing Hub, KlaviyoMuse Glimmer 30BAdobe Marketo Engage, Salesforce Marketing Cloudagainst: HubSpot Marketing HubAdobe Marketo Engage, Salesforce Marketing Cloud, incl. Marketing Cloud Account Engagement / PardotChangedagainst: HubSpot Marketing HubBraze, KlaviyoHighLevelagainst: HubSpot Marketing Hub, Klaviyo, Omnisendno first choiceagainst: ActiveCampaign, Brevoagainst: Mailchimp, Omnisend, PrestaShop, Shopify, Shopify Email, Squarespace Commerce, Wix eCommerce
Five alternatives
Adobe Commerce, Adobe Real-Time CDP, BigCommerce, Salesforce B2B Commerce, Salesforce Commerce CloudOne alternative
Oracle EloquaFour alternatives
Adobe Journey Optimizer, Bloomreach, SAP Emarsys, Salesforce Marketing CloudFour alternatives
Activepieces, Adobe Campaign, Salesforce Marketing Cloud, ShopifyBold 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 | 2026-10-01 14:17 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:53 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:17 | yes | 15 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:58 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:27 | yes | 23 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:32 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:51 | yes | 24 | 51 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:22 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:58 | no | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:04 | yes | 14 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:51 | yes | 24 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:14 | yes | 13 | 52 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:07 | yes | 5 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:45 | yes | 15 | 25 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:24 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:31 | no | 0 | 3 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:21 | yes | 12 | 30 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 12:54 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:30 | yes | 11 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:33 | no | 0 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:03 | yes | 21 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:49 | yes | 8 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:00 | no | 0 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 14:07 | yes | 15 | 42 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:45 | yes | 19 | 73 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:52 | no | 0 | 37 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:31 | yes | 2 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:39 | yes | 18 | 39 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:17 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:38 | yes | 8 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:35 | yes | 15 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:14 | yes | 16 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:32 | yes | 22 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:47 | yes | 5 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:42 | yes | 24 | 43 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:45 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:00 | yes | 9 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:55 | yes | 15 | 22 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 13:05 | yes | 25 | 71 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:56 | yes | 10 | 14 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:51 | yes | 7 | 47 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:33 | yes | 25 | 44 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 14:14 | yes | 17 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:08 | yes | 5 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:55 | yes | 19 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:38 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:03 | yes | 23 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:24 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:21 | yes | 23 | 48 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:55 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:44 | no | 0 | 40 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:21 | yes | 20 | 30 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:21 | yes | 25 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:27 | yes | 21 | 45 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:16 | yes | 4 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:20 | yes | 14 | 25 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:58 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:49 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:02 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:07 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:51 | yes | 25 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:37 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:25 | yes | 24 | 44 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:00 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:37 | yes | 10 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:29 | yes | 25 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:23 | yes | 15 | 43 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:14 | no | 0 | 52 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:12 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:26 | yes | 15 | 39 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:36 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:19 | yes | 1 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:11 | yes | 12 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 13:19 | yes | 20 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:13 | yes | 21 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:09 | yes | 5 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:28 | yes | 25 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:50 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:35 | yes | 14 | 60 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:04 | yes | 25 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:02 | yes | 25 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:21 | yes | 17 | 43 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:59 | yes | 4 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:58 | yes | 25 | 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.
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Category-scoped readings
Adobe read as Adobe Journey Optimizer
Amazon read as Amazon Ads
Elastic Path read as Elastic Path Composable Commerce
HubSpot read as HubSpot Marketing Hub
Shopify Messaging read as Shopify Email
Squarespace read as Squarespace Commerce
Unresolved, counted raw
Bloomreach Experience
ClickBoss
Oracle
Oracle B2B Commerce
SAP Commerce
Salesforce
Salesforce Marketing Cloud, incl. Marketing Cloud Account Engagement / Pardot
Squarespace Email
Traditional SAP Commerce Cloud (Hybris)
Virto
Discontinued, still offered
No shut-down product was recommended here.