Sales coaching and training for enterprise buyers
Asked as “sales coaching and training platform”, and as “sales onboarding and enablement training tool”, on behalf of an enterprise B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
52%
Clear leader
52MindTickle12Gong10Allego27others
52% of first choices, clear leader.
Since October 2026▲+6Since October 2026: 46% → 52%, +6 points. Inside the 11-point floor: within noise.MindTickle held the lead, +6 points on 46%, 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 Hub12%Contested=heldSince October 2026: 12% → 12%, ±0 points. Inside the 11-point floor: within noise.Standing →Mid-market
MindTickle22%Contested▼−2Since October 2026: 24% → 22%, −2 points. Inside the 11-point floor: within noise.Standing →EnterpriseMindTickle52%Clear leader▲+6Since October 2026: 46% → 52%, +6 points. Inside the 11-point floor: within noise.This page
HubSpot Sales Hub12%Contested=heldSince October 2026: 12% → 12%, ±0 points. Inside the 11-point floor: within noise.Standing →Mid-marketMindTickle22%Contested▼−2Since October 2026: 24% → 22%, −2 points. Inside the 11-point floor: within noise.Standing →EnterpriseMindTickle52%Clear leader▲+6Since October 2026: 46% → 52%, +6 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
01MindTickle52%12%65endorsed leader▲+6Since October 2026: 46% → 52%, +6 points. Inside the 11-point floor: within noise.46% → 52%
MindTickle52%12%65endorsed leader▲+6Since October 2026: 46% → 52%, +6 points. Inside the 11-point floor: within noise.46% → 52%02
Gong12%28%46criticized challenger▼−3Since October 2026: 15% → 12%, −3 points. Inside the 11-point floor: within noise.15% → 12%
Gong12%28%46criticized challenger▼−3Since October 2026: 15% → 12%, −3 points. Inside the 11-point floor: within noise.15% → 12%03
Allego10%8%40accepted challenger▲+8Since October 2026: 2% → 10%, +8 points. Inside the 11-point floor: within noise.2% → 10%
Allego10%8%40accepted challenger▲+8Since October 2026: 2% → 10%, +8 points. Inside the 11-point floor: within noise.2% → 10%04
Seismic Enablement Cloud8%22%49accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 11-point floor: within noise.10% → 8%
Seismic Enablement Cloud8%22%49accepted challenger▼−2Since October 2026: 10% → 8%, −2 points. Inside the 11-point floor: within noise.10% → 8%05
SalesHood2%6%16accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
SalesHood2%6%16accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%06
Chorus by ZoomInfo2%11%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Chorus by ZoomInfo2%11%18accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the four products at 0%, ordered by negative rate
07
Highspot0%14%49accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Highspot0%14%49accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%08
Showpad Coach0%9%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Showpad Coach0%9%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Hyperbound0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Hyperbound0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10
Second Nature0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Second Nature0%0%10accepted 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
MindTickle vs HubSpot Sales HubMindTickle vs SpekitMindTickle vs Showpad CoachMindTickle vs AvomaSalesHood vs AllegoSalesHood vs GongSalesHood vs HubSpot Sales HubSalesHood vs SpekitSalesHood vs Showpad CoachSalesHood vs AvomaAllego vs GongAllego vs HubSpot Sales HubAllego vs SpekitAllego vs Showpad CoachAllego vs AvomaGong vs HubSpot Sales HubGong vs SpekitGong vs Showpad CoachGong vs AvomaHubSpot Sales Hub vs SpekitHubSpot Sales Hub vs Showpad CoachHubSpot Sales Hub vs AvomaSpekit vs Showpad CoachSpekit vs AvomaShowpad Coach vs Avoma
One product takes 52% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. One product carries a negative rate above 25% in this category.
What they warned about
Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Mistral Small, 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.
Gong28%
13 of 46 labels negative · 11 of 14 models · 1 hard negative
“Why avoid: Fundamental search and call retrieval functionality problems” GLM 4.7 FlashX, negative prompt
MindTickle12%
8 of 65 labels negative · 8 of 14 models
“criticized for slow loading times, navigation issues, missing live features... Mindtickle (with caveats on performance)” Grok 4.20, negative prompt
Seismic Enablement Cloud22%
11 of 49 labels negative · 7 of 14 models · 1 hard negative
“Why avoid: Implementation complexity and lack of pricing transparency” GLM 4.7 FlashX, negative prompt
Highspot14%
7 of 49 labels negative · 5 of 14 models · 1 hard negative
“Why avoid: Implementation complexity and lack of pricing transparency” GLM 4.7 FlashX, 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
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. 929 links across 265 sites, every framing counted. Ranked by the number of answers carrying the site or page. 26 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.
34 answers · 73 citations · 12 models
vendor site · MindTickle21 answers · 40 citations · 11 models
21 answers · 21 citations · 9 models
vendor site · Prospeo20 answers · 30 citations · 8 models
vendor site · Hyperbound20 answers · 22 citations · 10 models
vendor site · Didask17 answers · 17 citations · 9 models
vendor site · Disprz16 answers · 16 citations · 9 models
vendor site · Allego12 answers · 22 citations · 8 models
vendor site · PitchMonster12 answers · 15 citations · 6 models
vendor site · HubSpot12 answers · 13 citations · 7 models
vendor site · Salesmotion12 answers · 12 citations · 7 models
vendor site · Paperflite11 answers · 11 citations · 6 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 · 9 models
17 answers · 9 models
12 answers · 7 models
11 answers · 7 models
11 answers · 8 models
9 answers · 4 models
9 answers · 5 models
8 answers · 6 models
8 answers · 6 models
7 answers · 2 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 coaching and training platform”, “sales coaching and training 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 |
|---|---|---|---|---|---|---|---|---|
| MindTickle mindtickle.com | 52% | 315 | 2,900 | 60 | 4,413 | 19 | ||
| Gong gong.io | 12% | 361 | 74,000 | 13,361 | 52,787 | $1,556 | 120 | 4 |
| Allego allego.com | 10% | 208 | 5,400 | 58 | 12,354 | $883 | 29 | |
| Seismic Enablement Cloud seismic.com | 8% | 90 | 110 | 1 | 35,447 | 36 | ||
| EasyCoach | 6% | 210 | 0 | |||||
| SalesHood saleshood.com | 2% | 109 | 720 | 1 | 1,628 | 0 | 3 | |
| ZoomInfo zoominfo.com Chorus by ZoomInfo 2% | 2% | 228 | 135,000 | 1,810 | 6,376,738 company | $1,140 | 120 | |
| Disprz disprz.ai | 2% | 17 | ||||||
| 360Learning 360learning.com | 2% | 51 | 2,400 | 40 | 45,896 | 8 | ||
| Membrain membrain.com | 2% | 1 |
Google's top ten for the two searches hold 16 sites; 2 of them are among the sites the models cited here (paperflite.com, pitchmonster.io). The first result for “best sales coaching and training platform” is pitchmonster.io.
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 coaching and training platform for an enterprise B2B company?”Paraphrase“Which sales onboarding and enablement training tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade sales coaching and training platforms and how do they differ?”Budget-constrained“What is the best sales coaching and training 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 coaching and training platform. What should we look at?”Negative“Which sales coaching and training platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5GongSeismic Enablement CloudChangedHyperboundMindTickleMindTickleagainst: Dialpad, Gong, Seismic Enablement Cloud, Showpad Coach
Four alternatives
Hyperbound, MindTickle, Outreach Kaia, SpekitThree alternatives
Highspot, MindTickle, Showpad CoachSix alternatives
Allego, Gong, Highspot, MindTickle, Retorio, Seismic Enablement CloudTwo alternatives
SalesHood, Seismic LearningGPT-5.4 miniMindTickleSeismic Enablement CloudChangedMindTickleagainst: Salesloft ConversationsMindTickleagainst: Gongno first choicenothing named
Five alternatives
Allego, Gong, SalesHood, Second Nature, SmartWinnrOne alternative
HighspotSix alternatives
Allego, Ambition, Gong, SalesHood, Seismic Learning, Showpad CoachTwo alternatives
Allego, SalesHoodGemini 3.5 FlashMindTickleMindTickleHeldGongAllego, MindTickleagainst: Gongno first choiceagainst: 7taps, Cornerstone OnDemand, SAP Litmos, TalentLMS, Workday Learning
Six alternatives
Allego, Gong, Highspot, Hyperbound, PitchMonster, Seismic Enablement CloudThree alternatives
Allego, Highspot, Seismic Enablement CloudFive alternatives
Allego, Chorus by ZoomInfo, Highspot, MindTickle, Seismic Enablement CloudTwo alternatives
Highspot, Seismic Enablement CloudPerplexity SonarMindTickleMindTickleHeldMindTickle360Learningagainst: Gongno first choiceagainst: Challenger, Gong, Highspot, Korn Ferry, RAIN Group, Salesforce Sales Programs, Sandler Training, Seismic Learning
Four alternatives
Gong, Highspot, Hyperbound, SpekitFour alternatives
Allego, Docebo, Highspot, Seismic LearningSeven alternatives
Allego, Chorus by ZoomInfo, Gong, Highspot, Salesloft Conversations, Second Nature, Seismic Enablement CloudTwo alternatives
MindTickle, Seismic Enablement CloudGrok 4.20MindTickleagainst: Salesforce Sales ProgramsMindTickleHeldGong, MindTickleMindTickleagainst: Outreach Kaia, Salesloft ConversationsGong, MindTickleagainst: Chorus by ZoomInfo, ExecVision, Fathom, Gong, GoodMeetings, MindTickle, MySalesCoach, Paperflite, Salesloft Conversations, Seismic Enablement Cloud
Three alternatives
Allego, Gong, Seismic Enablement CloudFour alternatives
Allego, Highspot, SalesHood, Seismic Enablement CloudFour alternatives
Allego, Chorus by ZoomInfo, Highspot, Salesloft ConversationsThree alternatives
Gong, Highspot, SalesHoodSix alternatives
Chorus by ZoomInfo, Clari Copilot, Dialpad, Hyperbound, Salesken, YoodliMistral SmallMindTickleno first choiceChangedSeismic Enablement CloudDisprz, MindTickleno first choicenothing named
Five alternatives
Allego, Didask, Docebo, Gong, HighspotSeven alternatives
Didask, Highspot, HubSpot Conversational Intelligence, MindTickle, Richardson|Catch, RingCentral AI Conversation Expert, Showpad CoachOne alternative
HighspotDeepSeek V4 FlashMindTickleMindTickleHeldagainst: WorkRampGong, MindTickleSalesHoodagainst: Allego, Gong, Highspot, MindTickle, Seismic Enablement Cloudno first choiceagainst: Highspot, Seismic Enablement Cloud, Showpad Coach, TalentLMS
Two alternatives
Gong, Seismic Enablement CloudThree alternatives
Allego, Seismic Enablement Cloud, Showpad CoachThree alternatives
Allego, SalesHood, Showpad CoachEight alternatives
Allego, Chorus by ZoomInfo, Gong, Hyperbound, MindTickle, Seismic Enablement Cloud, Showpad Coach, YoodliLlama 4 MaverickMindTickleno first choiceChangedno first choiceEasyCoachagainst: Docebo, MindTickle, Waygroundno first choiceagainst: Gong, RAIN Group, Sandler Training
Three alternatives
Gong, Hyperbound, Seismic Enablement CloudQwen 3.7 FlashGong, MindTickleAllego, MindTickleChangedGong, MindTickleEasyCoachno first choiceagainst: Cornerstone OnDemand, Gong, Highspot, Moodle-based enterprise portals, SAP SuccessFactors Learning, Seismic Enablement Cloud
Two alternatives
SalesHood, Seismic Enablement CloudOne alternative
HighspotThree alternatives
Allego, Seismic Enablement Cloud, Showpad CoachTwo alternatives
Highspot, MindTickleKimi K2Gong, MindTickle, Seismic Enablement CloudMindTickle, Seismic Enablement CloudChangedGongAllegoagainst: Chorus by ZoomInfo, Gong, Highspot, Seismic Enablement CloudChorus by ZoomInfo, Gongagainst: Allego, Cardone University, MindTickle, Seismic Enablement Cloud
Four alternatives
Allego, Highspot, Showpad Coach, SpekitThree alternatives
Allego, Highspot, Showpad CoachFive alternatives
Allego, Chorus by ZoomInfo, Highspot, MindTickle, Salesloft ConversationsThree alternatives
Brainshark, Docebo, MindTickleSix alternatives
Highspot, Hyperbound, MindTickle, RepLab, Seismic Enablement Cloud, YoodliGLM 4.7 FlashXGongMindTickleChangedChorus by ZoomInfo, GongMembrainagainst: Gong, Highspot, MindTickle, Seismic Enablement Cloudno first choiceagainst: 360Learning, CallBlitz, Dialpad Connect, Fathom, Gong, Highspot, Kartra, Level AI, MySalesCoach, Oliv, Seismic Enablement Cloud, outdoo.ai
Seven alternatives
Highspot, Hyperbound, MindTickle, Salesforce Sales Cloud, Salesloft Conversations, Second Nature, Seismic Enablement CloudThree alternatives
Allego, Highspot, Seismic Enablement CloudTwelve alternatives
360Learning, Allego, Avoma, Disprz, Highspot, HubSpot Sales Hub, Jiminny, Mediafly, MindTickle, Seismic Enablement Cloud, Showpad Coach, iSpring LMSTwo alternatives
Pifini.ai, RetorioMiniMax M2.5MindTickleSalesforce Sales ProgramsChangedGong, MindTickleAllegoagainst: MindTickle, Quantified, SalesRoleplayno first choicenothing named
Four alternatives
Chorus by ZoomInfo, Gong, Seismic Enablement Cloud, Showpad CoachThree alternatives
Gong, Microsoft Dynamics 365 Sales, Microsoft Viva + TeamsFour alternatives
Alpharun, Highspot, Salesloft Conversations, Seismic Enablement CloudGPT-6 LunaMindTickleagainst: Seismic Enablement CloudMindTickleHeldMindTickleAllegono first choiceagainst: Allego, MindTickle, SalesHood, Seismic Enablement Cloud
Two alternatives
Allego, GongOne alternative
Seismic Enablement CloudSeven alternatives
Allego, Gong Enable, Highspot, SalesHood, Second Nature, Seismic Enablement Cloud, Showpad CoachOne alternative
SalesHoodMuse Glimmer 30BMindTickleSeismic – now Highspot by SeismicChangedGong, MindTickleEasyCoachagainst: MindTickleno first choiceagainst: Fathom, Gong, Oliv, Outdoo.ai
Three alternatives
Gong, Highspot, Seismic Enablement CloudTwo alternatives
Allego, MindTickleSix alternatives
Allego, Brainshark, Highspot, LevelEleven, Seismic Enablement Cloud, Showpad CoachThree alternatives
Deelan, SecondBody, SimpliTrainBold 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 11:01 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:17 | yes | 3 | 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 13:19 | yes | 12 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:06 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:43 | yes | 15 | 15 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:24 | yes | 5 | 24 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:48 | yes | 20 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:54 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:57 | yes | 5 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:12 | yes | 15 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:22 | yes | 15 | 18 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:43 | yes | 10 | 43 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:33 | yes | 5 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:06 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:03 | yes | 19 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:08 | yes | 2 | 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 17:33 | yes | 11 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:12 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:26 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:00 | no | 0 | 1 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:55 | yes | 24 | 30 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:37 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:10 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:20 | yes | 19 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:30 | yes | 19 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:19 | no | 0 | 33 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:20 | yes | 2 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:12 | yes | 15 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:17 | yes | 18 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:09 | yes | 7 | 11 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 11:20 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:16 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:01 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:46 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:18 | yes | 25 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:53 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:49 | yes | 10 | 40 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:12 | yes | 20 | 66 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:28 | yes | 15 | 47 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:22 | yes | 20 | 62 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:07 | yes | 10 | 38 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:02 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:27 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:26 | 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 13:33 | no | 0 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:16 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:22 | yes | 10 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:16 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:17 | yes | 25 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:41 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:18 | yes | 10 | 41 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:29 | yes | 25 | 61 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:18 | yes | 25 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:43 | yes | 5 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:46 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:41 | yes | 12 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:26 | yes | 28 | 12 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:27 | yes | 7 | 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 17:19 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 16:05 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:23 | yes | 10 | 17 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:19 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:20 | yes | 23 | 51 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:23 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:26 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:08 | yes | 25 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:30 | yes | 15 | 104 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:30 | no | 0 | 26 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:04 | yes | 2 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:51 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:15 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:33 | yes | 0 | 7 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 08:34 | no | 0 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:55 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:02 | yes | 14 | 21 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:13 | yes | 15 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:21 | yes | 25 | 50 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 11:30 | yes | 10 | 54 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:30 | yes | 24 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:55 | yes | 25 | 72 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:50 | yes | 19 | 43 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:21 | yes | 4 | 26 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:59 | yes | 20 | 26 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
Bigtincan read as BigTinCan Readiness
Outreach read as Outreach Kaia
SalesLoft read as Salesloft Conversations
Salesforce read as Salesforce Sales Programs
Salesforce (Einstein + Sales Cloud/Agentforce) read as Salesforce Sales Programs
Salesloft read as Salesloft Conversations
Sandler read as Sandler Training
Seismic read as Seismic Enablement Cloud
Seismic (including Highspot by Seismic) read as Seismic Enablement Cloud
Seismic (now including Highspot by Seismic) read as Seismic Enablement Cloud
Seismic (now merged with Highspot) read as Seismic Enablement Cloud
Seismic (with Highspot by Seismic) read as Seismic Enablement Cloud
Seismic (with Lessonly) read as Seismic Enablement Cloud
Seismic (with Seismic Learning) read as Seismic Enablement Cloud
Showpad read as Showpad Coach
Showpad (merged with Bigtincan) read as Showpad Coach
Unresolved, counted raw
7taps
Brevity
CallBlitz
Gong Live
GoodMeetings
Microsoft
Moodle-based enterprise portals
Outdoo.ai
Pifini.ai
RepLab
Richardson
Richardson|Catch
RingCentral AI Conversation Expert (ACE)
Salesforce Sales Hub
Seismic – now Highspot by Seismic
outdoo.ai
salesroleplay.app
Discontinued, still offered
No shut-down product was recommended here.