Sales enablement and content
Asked as “sales enablement platform”, and as “sales content management tool”, on behalf of a mid-market B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
32%
Contested · Highspot 20%
32HubSpot Sales Hub20Highspot16Showpad32others
32% of first choices, contested.
Since October 2026▲+3Since October 2026: 29% → 32%, +3 points. Inside the 11-point floor: within noise.HubSpot Sales Hub held the lead, +3 points on 29%, 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 Sales Hub69%Clear leader▲+8Since October 2026: 61% → 69%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-marketHubSpot Sales Hub32%Contested▲+3Since October 2026: 29% → 32%, +3 points. Inside the 11-point floor: within noise.This pageEnterprise
Seismic50%Clear leader▼−8Since October 2026: 58% → 50%, −8 points. Inside the 11-point floor: within noise.Standing →
HubSpot Sales Hub69%Clear leader▲+8Since October 2026: 61% → 69%, +8 points. Inside the 11-point floor: within noise.Standing →Mid-marketHubSpot Sales Hub32%Contested▲+3Since October 2026: 29% → 32%, +3 points. Inside the 11-point floor: within noise.This pageEnterpriseSeismic50%Clear leader▼−8Since October 2026: 58% → 50%, −8 points. Inside the 11-point floor: within noise.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01HubSpot Sales Hub32%2%41endorsed leader▲+3Since October 2026: 29% → 32%, +3 points. Inside the 11-point floor: within noise.29% → 32%
HubSpot Sales Hub32%2%41endorsed leader▲+3Since October 2026: 29% → 32%, +3 points. Inside the 11-point floor: within noise.29% → 32%02
Highspot20%33%64criticized challenger▲+2Since October 2026: 18% → 20%, +2 points. Inside the 11-point floor: within noise.18% → 20%
Highspot20%33%64criticized challenger▲+2Since October 2026: 18% → 20%, +2 points. Inside the 11-point floor: within noise.18% → 20%03
Showpad16%17%60accepted challenger▲+10Since October 2026: 6% → 16%, +10 points. Inside the 11-point floor: within noise.6% → 16%
Showpad16%17%60accepted challenger▲+10Since October 2026: 6% → 16%, +10 points. Inside the 11-point floor: within noise.6% → 16%04
Spekit8%9%23accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%
Spekit8%9%23accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 11-point floor: within noise.0% → 8%05
Allego6%11%28accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%
Allego6%11%28accepted challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 11-point floor: within noise.0% → 6%06
SalesHood4%6%18accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
SalesHood4%6%18accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07Seismic4%43%60criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Seismic4%43%60criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%08
Dock2%0%19accepted challenger▼−14Since October 2026: 16% → 2%, −14 points. Past the 11-point floor: movement.16% → 2%
Dock2%0%19accepted challenger▼−14Since October 2026: 16% → 2%, −14 points. Past the 11-point floor: movement.16% → 2%Show the six products at 0%, ordered by negative rate
14
Salesloft0%57%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salesloft0%57%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Outreach0%47%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Outreach0%47%15criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Bigtincan0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Bigtincan0%33%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%11
Gong Enable0%21%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Gong Enable0%21%24accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
MindTickle0%18%45accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
MindTickle0%18%45accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%10
Paperflite0%0%11accepted challenger▼−10Since October 2026: 10% → 0%, −10 points. Inside the 11-point floor: within noise.10% → 0%
Paperflite0%0%11accepted challenger▼−10Since October 2026: 10% → 0%, −10 points. Inside the 11-point floor: within noise.10% → 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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
For buyers
All twenty-eight head-to-head pages: the top eight products, each against each
HubSpot Sales Hub vs AllegoHubSpot Sales Hub vs SalesHoodHubSpot Sales Hub vs SeismicHubSpot Sales Hub vs DockHighspot vs ShowpadHighspot vs SpekitHighspot vs AllegoHighspot vs SalesHoodHighspot vs SeismicHighspot vs DockShowpad vs SpekitShowpad vs AllegoShowpad vs SalesHoodShowpad vs SeismicShowpad vs DockSpekit vs AllegoSpekit vs SalesHoodSpekit vs SeismicSpekit vs DockAllego vs SalesHoodAllego vs SeismicAllego vs DockSalesHood vs SeismicSalesHood vs DockSeismic vs Dock
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 →
0102030405060708091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01HubSpot Sales Hub32%
HubSpot Sales Hub32%02Highspot20%
Highspot20%03Showpad16%
Showpad16%04Spekit8%
Spekit8%05Allego6%
Allego6%06SalesHood4%
SalesHood4%07Seismic4%
Seismic4%08Dock2%
Dock2%09MindTickle0%
MindTickle0%10Paperflite0%
Paperflite0%11Gong Enable0%
Gong Enable0%12Bigtincan0%
Bigtincan0%13Outreach0%
Outreach0%14Salesloft0%
Salesloft0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 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.
Seismic43%
26 of 60 labels negative · 12 of 14 models · 6 hard negative
“Highspot/Seismic (Merged Feb 2026) ⚠️ Structural Concerns ... "glorified Dropbox" ... integration risks and potential sunsetting of features” Kimi K2, negative prompt
Highspot33%
21 of 64 labels negative · 11 of 14 models · 6 hard negative
“Highspot/Seismic (Merged Feb 2026) ⚠️ Structural Concerns ... "glorified Dropbox" ... integration risks and potential sunsetting of features” Kimi K2, negative prompt
Showpad17%
10 of 60 labels negative · 9 of 14 models · 1 hard negative
“Avoid enterprise platforms such as Highspot, Seismic, and Showpad” Perplexity Sonar, budget prompt
MindTickle18%
8 of 45 labels negative · 7 of 14 models · 2 hard negative
“Avoid high-end platforms like Highspot, Seismic, or Mindtickle right now” Qwen 3.7 Flash, budget prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
74 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. 794 links across 207 sites, every framing counted. Ranked by the number of answers carrying the site or page. 18 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 · Software Advice28 answers · 39 citations · 10 models
vendor site · Capterra27 answers · 47 citations · 9 models
25 answers · 60 citations · 10 models
vendor site · Paperflite24 answers · 27 citations · 13 models
vendor site · Salesmotion19 answers · 19 citations · 10 models
vendor site · MindTickle17 answers · 20 citations · 9 models
vendor site · Showpad17 answers · 19 citations · 11 models
vendor site · HowdyGo15 answers · 15 citations · 9 models
vendor site · Disprz13 answers · 13 citations · 7 models
13 answers · 13 citations · 7 models
vendor site · Spotsaas12 answers · 15 citations · 8 models
vendor site · Prospeo12 answers · 14 citations · 7 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.
19 answers · 10 models
17 answers · 10 models
15 answers · 9 models
14 answers · 7 models
14 answers · 9 models
13 answers · 7 models
13 answers · 7 models
13 answers · 10 models
12 answers · 5 models
11 answers · 7 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 sales enablement platform”, “sales enablement 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 |
|---|---|---|---|---|---|---|---|---|
| HubSpot parent site HubSpot Sales Hub 32%, HubSpot Content Hub 0% | 32% | 687 | 368,000 | 9,776 | ||||
| Highspot highspot.com | 20% | 375 | 14,800 | 255 | 47,379 | 5 | 2 | |
| Showpad showpad.com | 16% | 147 | 4,400 | 76 | 11,387 | 45 | ||
| Spekit spekit.com | 8% | 100 | 1,900 | 15 | 3,062 | $86 | 33 | |
| Allego allego.com | 6% | 208 | 5,400 | 58 | 12,354 | $883 | 29 | |
| SalesHood saleshood.com | 4% | 109 | 720 | 1 | 1,628 | 0 | ||
| Showell showell.com | 4% | 20 | ||||||
| Seismic seismic.com | 4% | 205 | 40,500 | 5,270 | 35,447 | 36 | 6 | |
| Dock dock.us | 2% | 271 | 90,500 | 81,222 | 39,016 | 0 | 8 | |
| Bitrix24 bitrix24.com | 2% | 49 | 5,400 | 90 | 69,160 | 104 |
Google's top ten for the two searches hold 17 sites; 1 of them are among the sites the models cited here (mindtickle.com). The first result for “best sales enablement platform” is revenuebase.ai.
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 sales enablement platform for a mid-market B2B company?”Paraphrase“Which sales content management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top sales enablement platforms and how do they differ?”Budget-constrained“What is the best sales enablement platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a sales enablement platform. What should we look at?”Negative“Which sales enablement platforms should I avoid or be cautious about?”
Claude Haiku 4.5Dock, SalesHoodno first choiceChangedMindTickleHubSpot Sales Hubno first choicenothing named
Three alternatives
HubSpot Sales Hub, MindTickle, ShowpadFour alternatives
Claap, Gong Enable, Showpad, SpekitFive alternatives
Cleanlist, Dubb, GetAccept, Zoho CRM, Zoho LearnGPT-5.4 miniHighspotShowpadChangedHighspot, Seismicagainst: Outreach, SalesloftHubSpot Sales Hubagainst: Highspot, Seismicno first choicenothing named
Four alternatives
Consensus, HubSpot Sales Hub, Seismic, TrumpetThree alternatives
Highspot, Paperflite, SeismicFour alternatives
Allego, MindTickle, SalesHood, ShowpadOne alternative
SalesHoodGemini 3.5 FlashHighspotHighspotHeldHighspotShowellagainst: Highspot, Seismic, Showpadno first choiceagainst: Google Drive, SharePointagainst: Allego, Bigtincan, Brainshark, Highspot, HubSpot Sales Hub, MindTickle, Outreach, Salesloft, Seismic
Four alternatives
Dock, MindTickle, Showpad, SpekitThree alternatives
Paperflite, Seismic, ShowpadSix alternatives
Allego, Bigtincan, MindTickle, Seismic, Showpad, SpekitFour alternatives
Dropbox DocSend, GetAccept, HubSpot Sales Hub, PaperflitePerplexity SonarHighspotShowpadChangedagainst: SeismicHighspot, Seismicagainst: Outreach, SalesloftHubSpot Sales Hubagainst: Highspot, Seismic, Showpadno first choiceagainst: Bigtincan, Highspot, Seismic, Showpad
Four alternatives
Dock, HubSpot Sales Hub, MindTickle, SpekitFour alternatives
Highspot, HubSpot Sales Hub, Paperflite, SpekitEleven alternatives
Allego, Consensus, Dock, Gong Enable, HubSpot Sales Hub, Mediafly, MindTickle, SalesHood, Salesforce Sales Cloud, Spekit, TrumpetOne alternative
SpekitGrok 4.20Highspotagainst: SeismicShowpadChangedagainst: Box, Dropbox, SeismicHighspotHubSpot Sales Hubagainst: Highspot, MindTickle, Seismic, TangoHighspot, Seismicagainst: Allego, Bigtincan, Brainshark, Guru, Highspot, MindTickle, Seismic, Showpad
Three alternatives
HubSpot Sales Hub, MindTickle, ShowpadFour alternatives
Highspot, HubSpot Sales Hub, Pipedrive, ShowellSix alternatives
Gong Enable, HubSpot Sales Hub, MindTickle, Salesforce Sales Cloud, Seismic, ShowpadThree alternatives
Agile CRM, Bitrix24, Zoho CRMTwo alternatives
MindTickle, Salesforce Sales CloudMistral SmallAllegoagainst: SeismicSeismic, ShowellChangedSeismicHubSpot Sales Hubno first choiceagainst: Gong Enable, Highspot, Showpad, Spekit
Three alternatives
Highspot, HubSpot Sales Hub, OutreachTwo alternatives
Pipedrive, ShowpadTwelve alternatives
Accord, Arrows, Dock, Gong Enable, Guru, HubSpot Sales Hub, Lessonly, Outreach, Qwilr, Salesforce Sales Programs, Salesloft, Showpad CoachFour alternatives
GetAccept, Oliv, Paperflite, SalesHoodDeepSeek V4 FlashHighspotShowpadChangedagainst: HighspotSeismicHubSpot Sales Hubagainst: Gong Enable, Highspot, Seismicno first choiceagainst: Outreach, Salesloftagainst: 6sense Sales Intelligence, Continu, Demoboost, DocSend, GTM Buddy, Highspot, Outreach, Salesforce Sales Cloud, Salesloft, Seismic, Showpad
Four alternatives
Dock, HubSpot Sales Hub, MindTickle, ShowpadThree alternatives
HubSpot Sales Hub, Paperflite, SpekitFour alternatives
Allego, Highspot, MindTickle, ShowpadFour alternatives
Dock, PandaDoc, Showpad, SpekitLlama 4 MaverickSpekitSpekitHeldno first choiceHubSpot Sales Hubno first choiceagainst: MindTickle, Outreach, Seismic
Three alternatives
Highspot, Seismic, ShowpadTwo alternatives
MindTickle, SpekitQwen 3.7 FlashHubSpot Sales Hubagainst: Highspot, SeismicSpekitChangedHighspotHubSpot Sales Hubagainst: Highspot, MindTickle, SeismicHighspotagainst: Seismicagainst: Highspot, SalesHood, Salesforce Sales Cloud, Seismic, Showpad, Spekit
Three alternatives
Allego, MindTickle, ShowpadTwo alternatives
Allego, Content CamelFour alternatives
Brainshark, MindTickle, Seismic, ShowpadTwo alternatives
Bitrix24, DockOne alternative
ShowpadKimi K2Allego, HubSpot Sales Hubagainst: Highspot, SeismicShowpadChangedagainst: Highspot, SeismicHighspot, SeismicBitrix24, HubSpot Sales Hubno first choiceagainst: Allego, Bigtincan, Clari Copilot, Gong Engage, Highspot, MindTickle, Salesforce Sales Cloud, Salesloft, Seismic, Showpad
Three alternatives
Dock, MindTickle, ShowpadFour alternatives
Dock, HubSpot Sales Hub, MindTickle, PaperfliteSeven alternatives
Gong Enable, HubSpot Sales Hub, MindTickle, Outreach, Salesforce Sales Cloud, Salesloft, ShowpadThree alternatives
Pipedrive, Rolldog, SalesHoodGLM 4.7 FlashXHubSpot Sales HubHighspotChangedHighspot, SeismicHubSpot Sales Hubno first choiceagainst: Gong Enable, Highspot, MindTickle, Outreach, Salesloft, Seismic, Showpad
Three alternatives
Gong Enable, Highspot, ShowpadThree alternatives
HubSpot Content Hub, HubSpot Sales Hub, ShowpadSeven alternatives
Allego, Disprz, Gong Enable, HubSpot Sales Hub, MindTickle, SalesHood, ShowpadThree alternatives
CloudTalk, Dock, TangoMiniMax M2.5Allego, HighspotSpekitChangedagainst: Highspot, SeismicHighspot, SeismicHubSpot Sales Hubagainst: Rolldogno first choiceagainst: 6sense, Gong Enable, Highspot, Salesloft, Seismic
Five alternatives
Gong Enable, HubSpot Sales Hub, MindTickle, Seismic, ShowpadOne alternative
ShowpadSix alternatives
Gong Enable, HubSpot Sales Hub, MindTickle, Outreach, Salesforce Sales Cloud, ShowpadOne alternative
PipedriveGPT-6 LunaShowpadagainst: SeismicShowpadHeldSeismic, ShowpadHubSpot Sales Hubagainst: Guruno first choiceagainst: MindTickle, Seismic, Showpad
Two alternatives
MindTickle, SalesHoodOne alternative
HighspotFour alternatives
Allego, Gong Enable, Mediafly, MindTickleMuse Glimmer 30BShowpadContent CamelChangedHighspot, Seismic, ShowpadHubSpot Sales HubSalesHoodagainst: GTM Buddy, Gong Enable, Highspot
Seven alternatives
Allego, Disprz, Dock, Highspot, HubSpot Sales Hub, MindTickle, SeismicFive alternatives
Dock, Highspot, HubSpot Content Hub, HubSpot Sales Hub, ShowpadTwo alternatives
Disprz, MindTickleFive alternatives
Bitrix24, CloudApp, MindTickle, PandaDoc, ProposifyFour alternatives
Allego, Highspot, MindTickle, ShowpadBold 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.
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 | 2026-11-01 17:12 | yes | 15 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:35 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:29 | yes | 12 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:54 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:53 | yes | 15 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:02 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:06 | yes | 23 | 38 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:32 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:39 | yes | 5 | 18 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:56 | yes | 14 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:47 | yes | 19 | 39 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:09 | yes | 5 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:20 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:48 | yes | 13 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:09 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:46 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:10 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 17:03 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:33 | yes | 5 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:10 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:46 | yes | 24 | 17 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:45 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:09 | yes | 5 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:58 | yes | 15 | 56 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:31 | yes | 15 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:10 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:32 | yes | 2 | 26 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:02 | yes | 13 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:53 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:48 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 14:23 | yes | 7 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 14:23 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:27 | yes | 10 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:30 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:16 | yes | 21 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:16 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:59 | no | 0 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:41 | yes | 15 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:26 | yes | 20 | 17 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:54 | yes | 5 | 15 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:40 | yes | 7 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:26 | yes | 13 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:14 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:05 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:43 | yes | 13 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 08:50 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:29 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:50 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:32 | yes | 23 | 33 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:03 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:47 | yes | 5 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:19 | yes | 9 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:26 | yes | 15 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:26 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:40 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:28 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:15 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:15 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:50 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:47 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:24 | yes | 15 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:54 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:17 | yes | 25 | 39 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:19 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:28 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:46 | yes | 19 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:50 | yes | 15 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:21 | no | 0 | 19 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:10 | yes | 3 | 23 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:12 | yes | 14 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:04 | yes | 10 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:12 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 15:39 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:05 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:32 | yes | 10 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:45 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:08 | yes | 24 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:32 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:58 | yes | 25 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:58 | yes | 24 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:38 | yes | 25 | 82 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:02 | yes | 10 | 37 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:00 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:42 | yes | 24 | 28 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
Gong read as Gong Enable
HubSpot read as HubSpot Sales Hub
Salesforce read as Salesforce Sales Programs
Unresolved, counted raw
Assistive
Dashworks
Salesforce's ContentCloud
Discontinued, still offered
No shut-down product was recommended here.