Account-based marketing platforms for enterprise buyers
Asked as “account-based marketing platform”, and as “ABM platform”, on behalf of an enterprise B2B company. 63 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
51%
Clear leader
51Demandbase296sense08Abmatic AI13others
51% of first choices, clear leader.
Since September 2026▲+4Since September 2026: 47% → 51%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Demandbase held the lead, +4 points on 47%, inside the 11-point floor.
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 Hub39%Contested▲+14Since September 2026: 28% → 42%, +14 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-market
AdRoll ABM53%Clear leader▼−4Since September 2026: 56% → 52%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
Demandbase51%Clear leader▲+4Since September 2026: 47% → 51%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
HubSpot Marketing Hub39%Contested▲+14Since September 2026: 28% → 42%, +14 points. Past the 11-point floor: movement. Read over the models both editions asked.Standing →Mid-marketAdRoll ABM53%Clear leader▼−4Since September 2026: 56% → 52%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseDemandbase51%Clear leader▲+4Since September 2026: 47% → 51%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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
01Demandbase51%19%75endorsed leader▲+4Since September 2026: 47% → 51%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.47% → 51%
Demandbase51%19%75endorsed leader▲+4Since September 2026: 47% → 51%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.47% → 51%02
6sense29%20%74accepted challenger▼−2Since September 2026: 30% → 28%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.30% → 28%
6sense29%20%74accepted challenger▼−2Since September 2026: 30% → 28%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.30% → 28%03
Abmatic AI8%14%14accepted challenger▼−1Since September 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 8%
Abmatic AI8%14%14accepted challenger▼−1Since September 2026: 9% → 8%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 8%04HubSpot Marketing Hub3%33%15criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
HubSpot Marketing Hub3%33%15criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%05
ZoomInfo Marketing2%14%28accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
ZoomInfo Marketing2%14%28accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%06
Terminus2%49%43criticized challenger▼−2Since September 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 2%
Terminus2%49%43criticized 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
07AdRoll ABM0%37%49criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
AdRoll ABM0%37%49criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
DemandScience0%25%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
DemandScience0%25%12criticized 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.
All fifteen head-to-head pages: the top six products, each against each
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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Demandbase51%
Demandbase51%026sense29%
6sense29%03Abmatic AI8%
Abmatic AI8%04HubSpot Marketing Hub3%
HubSpot Marketing Hub3%05ZoomInfo Marketing2%
ZoomInfo Marketing2%06Terminus2%
Terminus2%07AdRoll ABM0%
AdRoll ABM0%08DemandScience0%
DemandScience0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Kimi K2 and GLM 4.7 FlashX 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.
Terminus49%
21 of 43 labels negative · 12 of 14 models · 4 hard negative
“Platforms to **Avoid**: ... it's not a viable new choice for enterprises needing independent, scalable ABM” Grok 4.1 Fast, negative prompt
6sense20%
15 of 74 labels negative · 12 of 14 models
“6sense and Demandbase — not because they're bad (they're actually the strongest), but because they carry significant risks around cost, implementation complexity” DeepSeek V4 Flash, negative prompt
AdRoll ABM37%
18 of 49 labels negative · 11 of 14 models · 2 hard negative
“Has specific limitations that can hurt enterprise use cases... Poor deanonymization quality — worst among tested platforms” Kimi K2, negative prompt
Demandbase19%
14 of 75 labels negative · 11 of 14 models
“Demandbase's pricing is opaque, with median contracts around $65,000–$164,000/year. Costs can escalate... making total cost less predictable.” Mistral Small, 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
80 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. 1131 links across 211 sites, every framing counted. Ranked by the number of answers carrying the site or page. 3 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.
48 answers · 133 citations · 12 models
vendor site · ZoomInfo38 answers · 73 citations · 10 models
vendor site · Lusha36 answers · 36 citations · 10 models
vendor site · Demandbase26 answers · 36 citations · 11 models
vendor site · Gartner26 answers · 27 citations · 11 models
vendor site · Tomba25 answers · 33 citations · 9 models
vendor site · Cleverly22 answers · 22 citations · 10 models
vendor site · Prismic21 answers · 22 citations · 9 models
vendor site · ZenABM20 answers · 24 citations · 10 models
vendor site · Guideflow20 answers · 20 citations · 10 models
vendor site · Influ218 answers · 21 citations · 8 models
18 answers · 18 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.
36 answers · 10 models
30 answers · 9 models
25 answers · 10 models
22 answers · 10 models
21 answers · 9 models
20 answers · 10 models
16 answers · 8 models
16 answers · 8 models
14 answers · 6 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 “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 | 51% | 672 | 5,400 | 211 | 42,531 | 34 | 2 | |
| 6sense 6sense.com | 29% | 684 | 49,500 | 316 | 108,788 | $1,209 | 120 | |
| Abmatic AI abmatic.ai | 8% | 47 | 30 | 0 | 872 | |||
| N.Rich nrich.io | 3% | 6 | 6 | |||||
| HubSpot parent site HubSpot Marketing Hub 3% | 3% | 934 | 368,000 | 9,776 | ||||
| Coffee coffee.ai | 3% | 19 | 3 | |||||
| ZoomInfo parent site ZoomInfo Marketing 2% | 2% | 63 | 135,000 | 1,810 | ||||
| Terminus demandscience.com Terminus 2%, DemandScience 0% | 2% | 135 | 27,100 | 3,267 | 5,320 | 8 | ||
| AdRoll ABM adroll.com | 0% | 214 | 110 | 0 | 52,273 | 18 | ||
| Mutiny mutinyhq.com | 0% | 71 | 110,000 | 3,032 | 680 | 0 |
Google's top ten for the two searches hold 15 sites; 4 of them are among the sites the models cited here (demandbase.com, gartner.com, pipeline.zoominfo.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 4.56sense, DemandbaseDemandbaseChanged6sense, DemandbaseAbmatic AI, HubSpot Marketing Hubagainst: 6senseno first choiceagainst: 6sense, Demandbase
Two alternatives
AdRoll ABM, ZoomInfo MarketingTwo alternatives
6sense, ZoomInfo MarketingTwo alternatives
Terminus, ZoomInfo MarketingOne alternative
DemandbaseGPT-5.4 miniDemandbaseagainst: AdRoll ABM, TerminusDemandbaseHeld6sense, DemandbaseDemandbaseagainst: 6sense Advertising, AdRoll ABM, Terminusno first choiceagainst: 6sense, Demandbase
One alternative
6senseOne alternative
6senseFour alternatives
ABX, AdRoll ABM, Foundry ABM, Madison LogicGemini 3.5 Flash6sense, Demandbaseagainst: Terminus6sense, DemandbaseHeld6sense, Demandbase, ZoomInfo MarketingN.Richagainst: 6sense, Demandbase6sense, Demandbaseagainst: AdRoll ABM, Adobe Marketo Engage ABM, Foundry ABM, HubSpot Enterprise ABM, Metadata.io, Terminus
One alternative
Madison LogicFour alternatives
DemandScience, Influ2, Madison Logic, UserGemsOne alternative
Madison LogicTwo alternatives
AdRoll ABM, Factors.aiTwo alternatives
HubSpot Marketing Hub, Salesforce Marketing Cloud Account EngagementPerplexity SonarDemandbaseagainst: AdRoll ABM, ZoomInfo MarketingDemandbaseHeld6sense, DemandbaseDemandbaseno first choiceagainst: AdRoll ABM, Bombora, Common Room, Dux-Soup, HubSpot Marketing Hub, Terminus, ZoomInfo Marketing
One alternative
6senseThree alternatives
6sense, Terminus, ZoomInfo MarketingThree alternatives
AdRoll ABM, Terminus, ZoomInfo MarketingOne alternative
6senseGrok 4.1 Fast6sense, Demandbase, ZoomInfo Marketingagainst: AdRoll ABM, DemandScience, Madison Logic, TerminusDemandbaseChangedagainst: HubSpot Marketing Hub, Terminus6senseagainst: DemandScienceDemandbaseagainst: 6sense, Abmatic AI, AdRoll ABM, Terminusno first choiceagainst: AdRoll ABM, Adobe Marketo Engage, Foundry ABM, HubSpot Marketing Hub, Influ2, Madison Logic, Metadata.io, Terminus
One alternative
6senseThree alternatives
AdRoll ABM, Demandbase, ZoomInfo MarketingMistral SmallDemandbaseTerminusChanged6sense, DemandbaseAbmatic AIagainst: Demandbaseno first choiceagainst: AdRoll ABM, Common Room, Terminus
Two alternatives
6sense, DemandScienceFour alternatives
6sense, AdRoll ABM, Demandbase, MRP PrelytixTwo alternatives
AdRoll ABM, TerminusOne alternative
6senseDeepSeek V4 FlashDemandbaseagainst: HubSpot Marketing Hub6senseChangedagainst: ZoomInfo Marketing6sense, DemandbaseHubSpot Marketing Hubagainst: 6sense6sense, Demandbaseagainst: AdRoll ABMagainst: 6sense, Bombora, Demandbase, Terminus
Two alternatives
6sense, ZoomInfo MarketingOne alternative
DemandbaseFour alternatives
AdRoll ABM, DemandScience, Mutiny, ZoomInfo MarketingTwo alternatives
Abmatic AI, DemandbaseOne alternative
DemandScienceLlama 4 Maverick6sense, Demandbase6sense, DemandbaseHeld6sense, Demandbaseno first choiceDemandbaseagainst: 6sense, Demandbase
Two alternatives
Abmatic AI, AdRoll ABMFour alternatives
6sense, Abmatic AI, AdRoll ABM, ZoomforthQwen 3.7 Flash6sense, Demandbase6sense, DemandbaseHeldagainst: ZoomInfo MarketingOS6sense, DemandbaseAbmatic AIagainst: 6sense, Demandbase, Terminusno first choicenothing named
One alternative
ZoomInfo MarketingThree alternatives
AdRoll ABM, DemandScience, Madison LogicOne alternative
Amplify ABM IntelKimi K26senseagainst: TerminusDemandbaseChanged6sense, Demandbaseagainst: Salesforce Marketing Cloud Account Engagement, Terminus6senseagainst: Demandbaseno first choiceagainst: AdRoll ABMagainst: 6sense, AdRoll ABM, Demandbase, StackAdapt, Terminus
Two alternatives
Demandbase, ZoomInfo MarketingOne alternative
6senseTwo alternatives
AdRoll ABM, ZoomInfo MarketingTwo alternatives
Abmatic AI, AdRoll ABMGLM 4.7 FlashX6sense, Demandbaseagainst: TerminusDemandbaseChanged6sense, DemandbaseCoffeeagainst: 6sense, Demandbase6senseagainst: AdRoll ABM, Foundry ABM, Terminus
One alternative
AdRoll ABMTwo alternatives
6sense, LushaFour alternatives
AdRoll ABM, Mutiny, Terminus, ZoomInfo MarketingNine alternatives
Abmatic AI, AdRoll ABM, Apollo.io, Bombora, HubSpot Marketing Hub, Mutiny, Salesforce Marketing Cloud Account Engagement, Terminus, ZoomInfo MarketingFour alternatives
Abmatic AI, Demandbase, Salesforce Marketing Cloud Account Engagement, TerminusMiniMax M2.5DemandbaseDemandbaseHeld6senseAbmatic AI, Coffeeagainst: 6sense, AdRoll ABM, Demandbase, Terminusno first choiceagainst: 6sense, AdRoll ABM, Demandbase, Terminus, ZoomInfo Marketing
Three alternatives
6sense, AdRoll ABM, HubSpot Marketing HubTwo alternatives
6sense, TerminusThree alternatives
AdRoll ABM, DemandScience, DemandbaseOne alternative
N.RichGPT-6 LunaDemandbaseDemandbaseHeld6senseN.Richagainst: Demandbaseno first choiceagainst: 6sense, AdRoll ABM, DemandScience, Demandbase, Terminus
One alternative
6senseOne alternative
6senseFive alternatives
AdRoll ABM, DemandScience, Demandbase, Terminus, ZoomInfo MarketingOSMuse Glimmer 30B6sense, Demandbase6sense, DemandbaseHeld6sense, DemandbaseAbmatic AIagainst: 6sense6sense, Demandbaseagainst: Abmatic AI, AdRoll ABM, HubSpot Marketing Hub, Terminus
One alternative
ZoomInfo MarketingTwo alternatives
AdRoll ABM, DemandScience Ionic, formerly TerminusOne alternative
PropensityTwo alternatives
AdRoll ABM, TerminusBold 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 10:05 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:23 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:07 | yes | 12 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:26 | yes | 17 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:36 | yes | 17 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:59 | yes | 14 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:42 | yes | 24 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:39 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:24 | yes | 9 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:14 | yes | 15 | 20 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:38 | yes | 23 | 99 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:04 | yes | 15 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:00 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:27 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:19 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:35 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:35 | yes | 19 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:46 | yes | 20 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 12:28 | yes | 23 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:15 | no | 0 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:26 | yes | 24 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:05 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:16 | yes | 10 | 27 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:54 | yes | 18 | 19 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:45 | yes | 8 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:20 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:08 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:11 | yes | 14 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:55 | yes | 17 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:16 | yes | 3 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:13 | yes | 14 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 13:07 | yes | 18 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:14 | yes | 23 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:09 | yes | 10 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:42 | yes | 23 | 49 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:49 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:44 | yes | 14 | 46 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:47 | yes | 24 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:11 | yes | 22 | 83 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:19 | yes | 9 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:23 | yes | 6 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:14 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:47 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:41 | yes | 5 | 13 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:23 | yes | 23 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:59 | yes | 18 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:49 | yes | 20 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:14 | yes | 20 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:45 | yes | 24 | 21 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:30 | yes | 5 | 8 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:49 | yes | 19 | 58 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:22 | yes | 18 | 20 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 14:09 | yes | 20 | 116 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:37 | yes | 17 | 76 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:02 | yes | 2 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:27 | yes | 20 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:37 | yes | 18 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:57 | yes | 3 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:45 | yes | 12 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 14:13 | yes | 18 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:21 | yes | 15 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:21 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:51 | yes | 18 | 38 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:59 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:39 | yes | 14 | 46 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:28 | yes | 19 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:42 | yes | 15 | 19 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:48 | no | 0 | 43 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:57 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:32 | yes | 14 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:52 | yes | 17 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:55 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:17 | yes | 19 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:40 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:41 | yes | 24 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:09 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:47 | yes | 23 | 49 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:20 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:06 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:05 | yes | 20 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:01 | yes | 23 | 257 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:39 | yes | 14 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:55 | yes | 4 | 29 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:27 | yes | 21 | 40 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
HubSpot read as HubSpot Marketing Hub
HubSpot ABM read as HubSpot Marketing Hub
Salesforce read as Salesforce Marketing Cloud Account Engagement
ZoomInfo read as ZoomInfo Marketing
ZoomInfo (MarketingOS) read as ZoomInfo Marketing
ZoomInfo (with ABM add-ons) read as ZoomInfo Marketing
Unresolved, counted raw
6sense Advertising
Adobe Marketo Engage ABM
Amplify ABM Intel
DemandScience Ionic, formerly Terminus
HubSpot Enterprise ABM
MadisonLogic
Discontinued, still offered
No shut-down product was recommended here.