accepted challengerSan Francisco, United States, founded 2015. Named in twenty-six categories this edition.
accepted challengerBy HubSpot, Cambridge, United States, founded 2006. Named in twenty-eight categories this edition.
First-choice share11%8%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#3A position in a field of 7; printed, not drawn.
Labels1738A count; the two differ.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the account-based marketing platforms page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Apollo.ioFirst choices, of fourteen modelsHubSpot Marketing Hub
Direct01
Paraphrase00
Comparative00
Budget-constrained631 against HubSpot Marketing Hub
Scale-constrained00
Negative001 against HubSpot Marketing Hub
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
The direct prompt
The plain question, one answer per model, grouped by where Apollo.io and HubSpot Marketing Hub stood in it.
HubSpot Marketing Hub first, Apollo.io not the choice
1 of 14 modelsApollo.io was named in the answer but not as the choice, or not at all.Muse Glimmer 30BAdRoll ABM, HubSpot Marketing Hub alternatives: Propensity ABM, Userled
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashAdRoll ABM alternatives: Factors.ai, HubSpot Marketing Hub, Influ2
Perplexity SonarAdRoll ABM alternatives: 6sense, Demandbase, HubSpot Marketing Hub
xAIGrok 4.1 FastAdRoll ABM alternatives: 6sense, Demandbase, HubSpot Marketing Hub, Terminus
Kimi K2AdRoll ABM, Demandbase alternatives: HubSpot Marketing Hub, ZoomInfo MarketingOS
Z.AIGLM 4.7 FlashXAdRoll ABM alternatives: HubSpot Marketing Hub, Terminus
MiniMax M2.5AdRoll ABM alternatives: 6sense, HubSpot Marketing Hub, ZoomInfo Marketing
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5AdRoll ABM alternatives: 6sense
GPT-5.4 mini6sense alternatives: AdRoll ABM, Demandbase, Influ2
Mistral SmallAdRoll, AdRoll ABM
DeepSeek V4 FlashAdRoll ABM alternatives: Terminus, ZoomInfo Marketing
Llama 4 MaverickAdRoll ABM alternatives: Abmatic AI
Qwen 3.7 FlashAdRoll ABM alternatives: MarketBetter, Terminus
GPT-6 LunaAdRoll ABM alternatives: 6sense, Demandbase, HubSpot's built-in ABM tools
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.