Sales enablement and content for enterprise buyers
Asked as “sales enablement platform”, and as “sales content management tool”, on behalf of an enterprise B2B company. 62 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
50%
Clear leader
50Seismic29Highspot05MindTickle16others
50% of first choices, clear leader.
Since October 2026▼−8Since October 2026: 58% → 50%, −8 points. Inside the 11-point floor: within noise.Seismic held the lead, −8 points on 58%, 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.Standing →Enterprise
Seismic50%Clear leader▼−8Since October 2026: 58% → 50%, −8 points. Inside the 11-point floor: within noise.This page
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.Standing →EnterpriseSeismic50%Clear leader▼−8Since October 2026: 58% → 50%, −8 points. Inside the 11-point floor: within noise.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 October 2026
01Seismic50%19%75endorsed leader▼−8Since October 2026: 58% → 50%, −8 points. Inside the 11-point floor: within noise.58% → 50%
Seismic50%19%75endorsed leader▼−8Since October 2026: 58% → 50%, −8 points. Inside the 11-point floor: within noise.58% → 50%02
Highspot29%19%69accepted challenger▲+6Since October 2026: 23% → 29%, +6 points. Inside the 11-point floor: within noise.23% → 29%
Highspot29%19%69accepted challenger▲+6Since October 2026: 23% → 29%, +6 points. Inside the 11-point floor: within noise.23% → 29%03
MindTickle5%9%45accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%
MindTickle5%9%45accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%04
Showpad5%19%62accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%
Showpad5%19%62accepted challenger▲+3Since October 2026: 2% → 5%, +3 points. Inside the 11-point floor: within noise.2% → 5%05
Spekit2%18%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Spekit2%18%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
10HubSpot Sales Hub0%58%12criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
HubSpot Sales Hub0%58%12criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%09
Gong Enable0%39%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Gong Enable0%39%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Bigtincan0%23%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Bigtincan0%23%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Allego0%8%36accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Allego0%8%36accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%07
Mediafly0%6%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Mediafly0%6%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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 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
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
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative70%
Key
01Seismic50%
Seismic50%02Highspot29%
Highspot29%03MindTickle5%
MindTickle5%04Showpad5%
Showpad5%05Spekit2%
Spekit2%06Allego0%
Allego0%07Mediafly0%
Mediafly0%08Bigtincan0%
Bigtincan0%09Gong Enable0%
Gong Enable0%10HubSpot Sales Hub0%
HubSpot Sales Hub0%What they warned about
Two 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, Llama 4 Maverick, 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.
Seismic19%
14 of 75 labels negative · 11 of 14 models · 4 hard negative
“Sales Enablement Platforms Large Enterprises Should Avoid or Approach with Caution ... Seismic (now merging with Highspot) ... Extreme complexity and steep learning curve” DeepSeek V4 Flash, negative prompt
Highspot19%
13 of 69 labels negative · 10 of 14 models · 3 hard negative
“The "safe" enterprise choice of 2023 (Highspot/Seismic) is now the riskiest bet for 2026-2027 due to merger uncertainty and architectural obsolescence.” Kimi K2, negative prompt
Showpad19%
12 of 62 labels negative · 10 of 14 models · 2 hard negative
“When to avoid: If you need seamless AI-native coaching at massive scale or fear vendor lock-in from private equity-backed mergers.” Grok 4.20, negative prompt
Gong Enable39%
9 of 23 labels negative · 6 of 14 models · 3 hard negative
“Gong should be evaluated strictly as a coaching/comms intelligence layer, not as an enablement platform.” DeepSeek V4 Flash, negative 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
78 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. 934 links across 231 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 · Showpad26 answers · 37 citations · 11 models
vendor site · Paperflite22 answers · 24 citations · 10 models
vendor site · Highspot21 answers · 39 citations · 10 models
vendor site · MindTickle21 answers · 29 citations · 10 models
vendor site · Salesmotion21 answers · 21 citations · 11 models
vendor site · Prospeo19 answers · 27 citations · 9 models
vendor site · Disprz19 answers · 19 citations · 9 models
vendor site · Dock19 answers · 19 citations · 10 models
18 answers · 32 citations · 10 models
vendor site · Capterra15 answers · 23 citations · 7 models
15 answers · 16 citations · 9 models
vendor site · Seismic14 answers · 24 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.
21 answers · 11 models
19 answers · 9 models
19 answers · 8 models
15 answers · 9 models
11 answers · 6 models
11 answers · 6 models
10 answers · 6 models
10 answers · 7 models
10 answers · 5 models
10 answers · 9 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 |
|---|---|---|---|---|---|---|---|---|
| Seismic seismic.com Seismic 50%, Seismic-Highspot 0% | 50% | 205 | 40,500 | 5,270 | 35,447 | 36 | 6 | |
| Highspot highspot.com | 29% | 375 | 14,800 | 255 | 47,379 | 5 | 2 | |
| MindTickle mindtickle.com | 5% | 315 | 2,900 | 60 | 4,413 | 19 | 3 | |
| Showpad showpad.com Showpad 5%, Showpad-Bigtincan 0% | 5% | 147 | 4,400 | 76 | 11,387 | 45 | ||
| Masset getmasset.com | 3% | 4 | 1,300 | 3,272 | 943 | |||
| Salesforce parent site Salesforce Sales Cloud 2%, Salesforce Sales Programs 2%, Salesforce Enablement 0%, Salesforce Service Cloud 0% | 3% | 318 | 550,000 | 60,632 | ||||
| Spekit spekit.com | 2% | 100 | 1,900 | 15 | 3,062 | $86 | 33 | |
| Bitrix24 bitrix24.com | 2% | 49 | 5,400 | 90 | 69,160 | 104 | ||
| Showell showell.com | 2% | 20 | ||||||
| Allego allego.com | 0% | 208 | 5,400 | 58 | 12,354 | $883 | 29 |
Google's top ten for the two searches hold 17 sites; 4 of them are among the sites the models cited here (dock.us, highspot.com, mindtickle.com, seismic.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 an enterprise B2B company?”Paraphrase“Which sales content management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade sales enablement platforms and how do they differ?”Budget-constrained“What is the best sales enablement 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 a sales enablement platform. What should we look at?”Negative“Which sales enablement platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5MindTickleHighspot, SeismicChangedHighspot, SeismicHighspot, Seismicno first choiceagainst: Bigtincan, Highspot, Seismic, Showpad
Three alternatives
Gong Enable, Seismic, ShowpadOne alternative
ShowpadFour alternatives
Gong Enable, MindTickle, Salesloft, ShowpadOne alternative
SalesHoodGPT-5.4 miniHighspot, SeismicSeismicChangedHighspot, SeismicHighspotagainst: Showpadno first choicenothing named
Three alternatives
Mediafly, MindTickle, ShowpadOne alternative
ShowpadFive alternatives
Allego, Bigtincan, MindTickle, SalesHood, ShowpadOne alternative
SeismicGemini 3.5 FlashHighspot, SeismicHighspot, SeismicHeldHighspot, SeismicMindTickle, Seismicno first choiceagainst: Apollo.io, DocSend, Outreach, PandaDoc, Paperflite, Proposify, Qwilr, Salesloft
Three alternatives
Allego, MindTickle, ShowpadOne alternative
ShowpadFour alternatives
Allego, Bigtincan, MindTickle, ShowpadFour alternatives
Mediafly, Microsoft Ecosystem, Salesforce Enablement, Salesforce Service CloudPerplexity SonarHighspotagainst: DockSeismicChangedHighspot, Seismicagainst: Gong EnableSeismicno first choiceagainst: Brainshark, Dock, Gong Enable, Highspot, HubSpot Sales Hub, MindTickle, Seismic, Showpad, Spekit
One alternative
SeismicOne alternative
HighspotFour alternatives
Allego, Mediafly, MindTickle, ShowpadOne alternative
HighspotGrok 4.20Highspot, Seismicagainst: Gong Enable, HowdyGo, HubSpot Sales Hub, Salesforce Sales CloudSeismicChangedHighspot, Seismicagainst: Dock, HubSpot Sales HubSeismicagainst: Allego, Clari Copilot, Gong Enable, HubSpot Sales Hub, Salesforce Sales Cloud, SalesloftSeismicagainst: Guru, Ramp, Salesforce Enablementagainst: Adobe Acrobat Sign, Allego, Bigtincan, Chorus by ZoomInfo, ClearSlide, DocuSign, Gong Enable, Guru, Highspot, Lessonly, Outreach, PandaDoc, Salesloft, Seismic, Showpad, Upland Qvidian
Two alternatives
Allego, MindTickleFour alternatives
Highspot, HubSpot Content Hub, HubSpot Sales Hub, ShowpadFour alternatives
Allego, Gong Enable, MindTickle, ShowpadThree alternatives
Highspot, MindTickle, ShowpadThree alternatives
Highspot, MindTickle, ShowpadMistral SmallSalesforce Sales CloudSeismicChangedSeismicSeismicagainst: GetAccept, Paperfliteno first choiceagainst: Highspot, Seismic, Showpad
Three alternatives
Highspot, Seismic, ShowpadThree alternatives
Allego, Highspot, ShowpadSeven alternatives
Allego, Bigtincan, Gong Enable, Highspot, Hyperbound, MindTickle, ShowpadOne alternative
ShowpadDeepSeek V4 FlashSeismic, ShowpadSeismicChangedagainst: Salesforce Content PlatformHighspot, SeismicHighspotagainst: SeismicHighspot, MindTickle, Seismic, Showpadagainst: Bigtincan, Gong Enable, Highspot, Salesforce Sales Programs, Seismic, Showpad
Two alternatives
Allego, MindTickleTwo alternatives
Highspot, ShowpadFive alternatives
Allego, Gong Enable, Mediafly, MindTickle, ShowpadOne alternative
Gong EnableLlama 4 MaverickHighspot, SeismicSpekitChangedagainst: PaperfliteMindTickle, Seismic, ShowpadHighspot, Seismicno first choiceagainst: Highspot, HubSpot Sales Hub, MindTickle, Seismic, Showpad
One alternative
ShowpadThree alternatives
Highspot, Seismic, ShowpadTwo alternatives
MindTickle, ShowpadQwen 3.7 FlashSeismicHighspot, SeismicChangedSeismicSeismicno first choiceagainst: Adobe Experience Manager, Bynder, Widen
Two alternatives
Allego, Salesforce Sales ProgramsFour alternatives
Allego, MindTickle, Showpad, SpekitTwo alternatives
Bigtincan, ShowpadKimi K2HighspotSeismicChangedSeismicBitrix24, Massetagainst: Gong Enable, Highspot, MindTickle, SeismicSeismicagainst: Highspot, Salesloft, Seismic
Four alternatives
Allego, MindTickle, Seismic, ShowpadTwo alternatives
Highspot, ShowpadFive alternatives
Allego, Gong Enable, MindTickle, Outreach, ShowpadOne alternative
AllegoThree alternatives
Allego, Highspot, MindTickleGLM 4.7 FlashXHighspotHighspot, SeismicChangedSeismic-HighspotSalesforce Sales Programsagainst: Seismic, Showpadno first choiceagainst: Gong Enable, Guru, Oktopost, ZoomInfo
Five alternatives
Allego, MindTickle, Salesforce Sales Cloud, Seismic, ShowpadOne alternative
Salesforce Sales CloudThree alternatives
Allego, MindTickle, Showpad-BigtincanTwo alternatives
Allego, HubSpot Sales HubMiniMax M2.5Seismic, ShowpadSeismicChangedHighspot, Seismicno first choiceagainst: Dock, Highspot, HubSpot Sales Hub, Seismicno first choicenothing named
Two alternatives
HubSpot Sales Hub, MindTickleTwo alternatives
Highspot, ShowpadFour alternatives
Allego, Mediafly, MindTickle, ShowpadOne alternative
DeelanGPT-6 LunaSeismicSeismicHeldHighspot, Seismic, ShowpadShowellagainst: Highspot, Showpadno first choiceagainst: Bigtincan, Brainshark, Highspot, Seismic, Showpad
Two alternatives
MindTickle, ShowpadOne alternative
HighspotFour alternatives
Allego, Mediafly, MindTickle, SalesHoodMuse Glimmer 30BHighspot, SeismicHighspotChangedHighspot, Seismic, ShowpadMassetagainst: Highspot, Seismic, Showpadno first choiceagainst: Allego, Bigtincan, Dock, Enable.us, Gong Enable, Highspot, HubSpot Sales Hub, Mediafly, MindTickle, Paperflite, Seismic, Showpad, Spekit
Four alternatives
Allego, Bigtincan, MindTickle, ShowpadOne alternative
SeismicFour alternatives
Allego, Bigtincan, Mediafly, MindTickleOne alternative
AllegoBold 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 17:32 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:02 | 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 12:17 | yes | 5 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 15:42 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:58 | yes | 5 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:10 | yes | 5 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:08 | yes | 25 | 39 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:34 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:11 | yes | 14 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:39 | yes | 15 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:55 | yes | 20 | 140 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:26 | yes | 10 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:10 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:50 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:58 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:59 | yes | 2 | 4 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 14:58 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:47 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:11 | yes | 10 | 11 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:28 | yes | 5 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:50 | yes | 25 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:59 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:32 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:10 | yes | 25 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:27 | yes | 24 | 151 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:36 | yes | 5 | 34 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:32 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:04 | yes | 13 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:17 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:20 | yes | 7 | 9 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 12:29 | yes | 7 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:32 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:27 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:03 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:55 | yes | 25 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:39 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:40 | yes | 10 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:32 | yes | 20 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:30 | yes | 19 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:36 | yes | 10 | 49 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:56 | yes | 6 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:36 | yes | 19 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:26 | yes | 14 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:37 | yes | 4 | 6 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 17:19 | yes | 14 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 14:38 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:21 | yes | 15 | 14 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:25 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:30 | yes | 23 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:31 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:23 | yes | 10 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:28 | yes | 23 | 36 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:04 | yes | 23 | 20 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:38 | yes | 21 | 48 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:33 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:57 | yes | 23 | 34 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:38 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:08 | yes | 2 | 8 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 12:15 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:01 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:34 | yes | 10 | 20 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:12 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:36 | yes | 25 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:58 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:36 | yes | 5 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:58 | yes | 24 | 40 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:38 | yes | 10 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:58 | no | 0 | 24 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:23 | yes | 2 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:17 | yes | 14 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:51 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:09 | yes | 4 | 8 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 10:23 | yes | 5 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:36 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:36 | yes | 25 | 22 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:59 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:46 | yes | 24 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:00 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:31 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:26 | yes | 24 | 34 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:57 | yes | 24 | 59 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:49 | yes | 10 | 52 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:44 | yes | 2 | 23 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:59 | yes | 24 | 39 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
Salesforce read as Salesforce Sales Programs
Unresolved, counted raw
MS SharePoint
Microsoft Ecosystem (SharePoint + Copilot)
Ramp
Seismic-Highspot
Showpad-Bigtincan
Veelo
Discontinued, still offered
No shut-down product was recommended here.