Account-based marketing platforms for enterprise buyers
Asked as “account-based marketing platform”, and as “ABM platform”, on behalf of an enterprise B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
47%
Clear leader
47Demandbase306sense09Abmatic AI14others
47% of first choices, clear leader.
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 twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two 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.
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
AdRoll ABM vs Apollo.ioAdRoll ABM vs DemandbaseAdRoll ABM vs 6senseAdRoll ABM vs Factors.aiHubSpot Marketing Hub vs TerminusHubSpot Marketing Hub vs ZenABMHubSpot Marketing Hub vs Apollo.ioHubSpot Marketing Hub vs DemandbaseHubSpot Marketing Hub vs 6senseHubSpot Marketing Hub vs Factors.aiTerminus vs ZenABMTerminus vs Apollo.ioTerminus vs DemandbaseTerminus vs 6senseTerminus vs Factors.aiZenABM vs Apollo.ioZenABM vs DemandbaseZenABM vs 6senseZenABM vs Factors.aiApollo.io vs DemandbaseApollo.io vs 6senseApollo.io vs Factors.aiDemandbase vs 6senseDemandbase vs Factors.ai6sense vs Factors.ai
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
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Demandbase47%
Demandbase47%026sense30%
6sense30%03Terminus4%
Terminus4%04ZoomInfo Marketing2%
ZoomInfo Marketing2%05HubSpot Marketing Hub2%
HubSpot Marketing Hub2%06Madison Logic0%
Madison Logic0%07AdRoll ABM0%
AdRoll ABM0%What they warned about
Five of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Kimi K2 and MiniMax M2.5 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.
6sense23%
15 of 65 labels negative · 11 of 12 models · 2 hard negative
“Enterprise ABM Platforms to Avoid for Your Use Case | 6sense | Custom pricing ... scales unpredictably with users” Kimi K2, budget prompt
AdRoll ABM40%
17 of 42 labels negative · 9 of 12 models · 2 hard negative
“The Verdict: Avoid for complex enterprise environments, even if the price is tempting.” Gemini 3.5 Flash, negative prompt
Demandbase17%
11 of 64 labels negative · 9 of 12 models · 2 hard negative
“Enterprise Platforms to Avoid for Predictability ... 6sense & Demandbase” GLM 4.7 FlashX, budget prompt
Terminus31%
11 of 36 labels negative · 7 of 12 models · 4 hard negative
“Terminus, Mutiny's original product, and Common Room should be avoided due to discontinuation, mergers, or acquisition uncertainty” Mistral Small, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 280 links across 111 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Demandbase18 answers · 24 citations · 4 models
vendor site · Gartner12 answers · 19 citations · 4 models
10 answers · 16 citations · 3 models
vendor site · Salesmotion7 answers · 10 citations · 3 models
vendor site · ZoomInfo7 answers · 8 citations · 2 models
vendor site · ZenABM7 answers · 8 citations · 2 models
vendor site · 6sense6 answers · 7 citations · 2 models
vendor site · Prismic6 answers · 7 citations · 2 models
6 answers · 6 citations · 3 models
vendor site · HG Insights5 answers · 6 citations · 2 models
5 answers · 5 citations · 3 models
5 answers · 5 citations · 2 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.
14 answers · 3 models
11 answers · 4 models
6 answers · 2 models
6 answers · 3 models
5 answers · 2 models
4 answers · 1 model
4 answers · 2 models
4 answers · 1 model
4 answers · 3 models
4 answers · 1 model
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 “account-based marketing platform”, “best account-based 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 |
|---|---|---|---|---|---|---|---|---|
| Demandbase demandbase.com | 47% | 581 | 5,400 | 211 | 42,531 | 34 | 2 | |
| 6sense 6sense.com | 30% | 618 | 49,500 | 316 | 108,788 | $1,209 | 120 | |
| Abmatic AI abmatic.ai | 9% | 20 | 30 | 0 | 872 | |||
| Terminus demandscience.com Terminus 4%, DemandScience 0% | 4% | 97 | 27,100 | 3,267 | 5,320 | 8 | ||
| Lusha lusha.com | 4% | 280 | 12,100 | 893 | 52,570 | $11 | 57 | |
| Salesforce parent site Salesforce Marketing Cloud Account Engagement 4% | 4% | 127 | 550,000 | 60,632 | ||||
| ZoomInfo parent site ZoomInfo Marketing 2%, ZoomInfo MarketingOS 0% | 2% | 51 | 135,000 | 1,810 | ||||
| HubSpot parent site HubSpot Marketing Hub 2%, HubSpot Breeze Intelligence 0% | 2% | 991 | 368,000 | 9,776 | ||||
| Madison Logic madisonlogic.com | 0% | 31 | 880 | 22 | 1,781 | 5 | ||
| Influ2 influ2.com | 0% | 34 | 1,000 | 10 | 1,453 | $12 | 117 |
Google's top ten for the two searches hold 15 sites; 6 of them are among the sites the models cited here (demandbase.com, g2.com, gartner.com, pipeline.zoominfo.com, tofuhq.com, zenabm.com). The first result for “account-based marketing platform” is forbes.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 account-based marketing platform for an enterprise B2B company?”Paraphrase“Which ABM platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade account-based marketing platforms and how do they differ?”Budget-constrained“What is the best account-based 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 account-based marketing platform. What should we look at?”Negative“Which account-based marketing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Demandbaseno first choiceChanged6sense, DemandbaseAbmatic AIagainst: 6sense, AdRoll ABM, Demandbase, Terminusno first choicenothing named
Two alternatives
6sense, ZoomInfo MarketingTwo alternatives
Tofu, ZoomInfo MarketingGPT-5.4 miniDemandbaseagainst: AdRoll ABM, Terminus/ABXDemandbaseHeld6sense, DemandbaseDemandbaseagainst: 6senseno first choicenothing named
One alternative
6senseTwo alternatives
6sense, TechTarget Priority EngineFive alternatives
AdRoll ABM, Madison Logic, N.Rich, Terminus, ZoomInfo MarketingGemini 3.5 Flash6sense, Demandbase6sense, DemandbaseHeld6sense, DemandbaseTerminusagainst: 6sense, Demandbase6sense, Demandbaseagainst: 6sense, AdRoll ABM, Demandbase, HubSpot Marketing Hub, Marketo ABM, Metadata.io, Terminus
Two alternatives
Madison Logic, ZoomInfo MarketingOne alternative
ZoomInfo MarketingOSTwo alternatives
AdRoll ABM, TerminusThree alternatives
AdRoll ABM, Metadata.io, SalesmotionThree alternatives
Adobe Marketo Engage, Foundry Intent, HubSpot Marketing HubPerplexity SonarDemandbaseDemandbaseHeldagainst: AdRoll ABM6sense, Demandbaseagainst: AdRoll ABMAbmatic AIagainst: 6senseno first choiceagainst: AdRoll ABM, Bombora, HubSpot Marketing Hub
Two alternatives
6sense, Influ2Two alternatives
6sense, ZoomInfo MarketingFour alternatives
DemandScience, Madison Logic, Terminus, ZoomInfo MarketingOne alternative
DemandbaseGrok 4.206sense, Demandbase, ZoomInfo Marketingagainst: AdRoll ABM, Madison LogicDemandbaseChanged6sense, DemandbaseDemandbaseagainst: 6sense, AdRoll ABM, Terminus6sense, Demandbaseagainst: AdRoll ABM, Adobe Marketo Engage, HubSpot Marketing Hub, Madison Logic, Terminus, ZoomInfo Marketing
Three alternatives
6sense, AdRoll ABM, ZoomInfo MarketingThree alternatives
AdRoll ABM, Terminus, ZoomInfo MarketingOne alternative
HubSpot Marketing HubOne alternative
AdRoll ABMMistral Small6sense, DemandbaseSalesforce Marketing Cloud Account EngagementChanged6sense, DemandbaseAbmatic AI, Demandbaseno first choiceagainst: 6sense, Common Room, Demandbase, Mutiny, Terminus
Three alternatives
AdRoll ABM, Madison Logic, ZoomInfo MarketingFour alternatives
6sense, AdRoll ABM, Demandbase, TerminusThree alternatives
Madison Logic, Terminus, ZoomInfo MarketingOne alternative
6senseDeepSeek V4 Flash6sense, Demandbaseagainst: AdRoll ABM, TerminusDemandbaseChanged6sense, Demandbaseagainst: AdRoll ABMTerminusagainst: 6sense, AdRoll ABM6sense, Demandbaseagainst: 6sense, AdRoll ABM, Demandbase, Folloze, Foundry ABM, Jabmo, Madison Logic, Terminus
One alternative
ZoomInfo MarketingOSTwo alternatives
6sense, ZoomInfo MarketingThree alternatives
Madison Logic, Terminus, ZoomInfo MarketingOne alternative
DemandbaseLlama 4 Maverick6sense, Demandbase, Lusha6sense, DemandbaseChangedno first choiceLushano first choiceagainst: Demandbase
Two alternatives
6sense, DemandbaseQwen 3.7 Flash6sense, Demandbase6sense, DemandbaseHeldagainst: Adobe Marketo EngageDemandbaseAbmatic AIagainst: 6sense, Demandbase, Terminusno first choiceagainst: AdRoll ABM, Adobe Marketo Engage, Datanyze, Dealfront, StackAdapt, ZoomInfo Marketing
Three alternatives
AdRoll RollWorks, Terminus, ZoomInfo MarketingOne alternative
TerminusFour alternatives
6sense, AdRoll ABM, Terminus, ZoomInfo MarketingOne alternative
SalesmotionKimi K26sense, Demandbaseagainst: TerminusDemandbaseChanged6sense, DemandbaseSalesforce Marketing Cloud Account Engagementagainst: 6sense, AdRoll ABM, Demandbase, Terminus6sense, Demandbaseagainst: 6sense, AdRoll ABM, Demandbase, Folloze, Madison Logic, Terminus
One alternative
ZoomInfo MarketingOne alternative
6senseFour alternatives
AdRoll ABM, Influ2, Madison Logic, ZoomInfo MarketingOne alternative
HubSpot Marketing HubTwo alternatives
AdRoll ABM, TerminusGLM 4.7 FlashX6sense6senseHeldDemandbaseHubSpot Marketing Hubagainst: 6sense, Demandbaseno first choiceagainst: 6sense, AdRoll ABM, Adobe Marketo Engage, Bombora, Datanyze, Dealfront, Factors.ai, HubSpot Marketing Hub, Influ2, Intellimize, Madison Logic, Mutiny, Propensity ABM, Tofu, Userled, ZoomInfo Marketing
Two alternatives
Demandbase, ZoomInfo MarketingTwo alternatives
Demandbase, ZoomInfo MarketingSix alternatives
6sense, AdRoll ABM, Foundry ABM, Influ2, Mutiny, ZoomInfo MarketingOne alternative
AdRoll ABMMiniMax M2.56sense, DemandbaseDemandbaseChanged6sense, DemandbaseAbmatic AIagainst: 6sense, Demandbaseno first choicenothing named
Four alternatives
AdRoll ABM, DemandScience, HubSpot Breeze Intelligence, ZoomInfo MarketingThree alternatives
6sense, AdRoll ABM, TerminusFour alternatives
AdRoll ABM, Factors.ai, Terminus, ZoomInfo MarketingOne alternative
SalesmotionBold 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.
Seventy-two 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 | 2026-09-15 04:38 | yes | 7 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:17 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:10 | yes | 17 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 02:58 | yes | 15 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:26 | yes | 0 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:18 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:39 | yes | 0 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:07 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:27 | yes | 0 | 44 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:05 | yes | 0 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:19 | yes | 0 | 94 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:12 | yes | 0 | 9 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:39 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:32 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:35 | yes | 17 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 03:59 | yes | 20 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:47 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:13 | no | 0 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:37 | yes | 0 | 37 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:08 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:17 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:31 | yes | 0 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:28 | yes | 0 | 23 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:51 | yes | 0 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:17 | yes | 7 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:39 | yes | 7 | 13 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:07 | yes | 14 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:06 | yes | 17 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 22:57 | yes | 0 | 5 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:06 | yes | 0 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:10 | yes | 0 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:16 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:38 | yes | 0 | 38 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:32 | yes | 0 | 118 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:06 | yes | 0 | 268 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:44 | yes | 0 | 11 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:35 | yes | 16 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:42 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:49 | yes | 17 | 26 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 00:19 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:09 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:45 | yes | 0 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:22 | yes | 0 | 27 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:38 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:41 | yes | 0 | 44 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:52 | yes | 0 | 44 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:13 | yes | 0 | 38 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:24 | yes | 0 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:44 | yes | 15 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:38 | yes | 3 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:51 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:45 | yes | 20 | 20 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:49 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:53 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:36 | yes | 0 | 46 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:50 | yes | 0 | 1 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:59 | no | 0 | 37 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:26 | yes | 0 | 74 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:28 | yes | 0 | 45 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:40 | yes | 0 | 14 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:33 | yes | 15 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:55 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:43 | yes | 20 | 33 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:27 | yes | 20 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:00 | yes | 0 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:07 | yes | 0 | 12 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:48 | yes | 0 | 95 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:47 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:02 | yes | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:08 | yes | 0 | 65 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:01 | yes | 0 | 96 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:15 | yes | 0 | 17 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
HubSpot read as HubSpot Marketing Hub
HubSpot ABM read as HubSpot Marketing Hub
Propensity read as Propensity ABM
ZoomInfo read as ZoomInfo Marketing
ZoomInfo Marketing OS read as ZoomInfo Marketing
Unresolved, counted raw
AdRoll RollWorks
Marketo ABM
Tribal
Discontinued, still offered
No shut-down product was recommended here.