Sales coaching and training
Asked as “sales coaching and training platform”, and as “sales onboarding and enablement training 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
22%
Contested · SalesHood 14%
22MindTickle14SalesHood10Allego54others
22% of first choices, contested.
Since October 2026▼−2Since October 2026: 24% → 22%, −2 points. Inside the 11-point floor: within noise.MindTickle held the lead, −2 points on 24%, 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.This pageEnterpriseMindTickle52%Clear leader▲+6Since October 2026: 46% → 52%, +6 points. Inside the 11-point floor: within noise.Standing →
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.This pageEnterpriseMindTickle52%Clear leader▲+6Since October 2026: 46% → 52%, +6 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
01MindTickle22%16%51accepted challenger▼−2Since October 2026: 24% → 22%, −2 points. Inside the 11-point floor: within noise.24% → 22%
MindTickle22%16%51accepted challenger▼−2Since October 2026: 24% → 22%, −2 points. Inside the 11-point floor: within noise.24% → 22%02
SalesHood14%7%30accepted challenger▼−6Since October 2026: 20% → 14%, −6 points. Inside the 11-point floor: within noise.20% → 14%
SalesHood14%7%30accepted challenger▼−6Since October 2026: 20% → 14%, −6 points. Inside the 11-point floor: within noise.20% → 14%03
Allego10%0%30accepted challenger▲+10Since October 2026: 0% → 10%, +10 points. Inside the 11-point floor: within noise.0% → 10%
Allego10%0%30accepted challenger▲+10Since October 2026: 0% → 10%, +10 points. Inside the 11-point floor: within noise.0% → 10%04
Gong6%30%43criticized challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%
Gong6%30%43criticized challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%05HubSpot Sales Hub6%14%14accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%
HubSpot Sales Hub6%14%14accepted challenger▲+2Since October 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise.4% → 6%06
Spekit4%0%16accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Spekit4%0%16accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%07
Showpad Coach4%6%17accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%
Showpad Coach4%6%17accepted challenger▼−3Since October 2026: 7% → 4%, −3 points. Inside the 11-point floor: within noise.7% → 4%08
Avoma4%0%10accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
Avoma4%0%10accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%09
HubSpot Academy4%0%10accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
HubSpot Academy4%0%10accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%10
Highspot4%35%26criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%
Highspot4%35%26criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise.2% → 4%11
Hyperbound2%0%12accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Hyperbound2%0%12accepted 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
15
Seismic Enablement Cloud0%50%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Seismic Enablement Cloud0%50%22criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%14
Salesloft Conversations0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Salesloft Conversations0%25%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%13
Chorus by ZoomInfo0%16%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Chorus by ZoomInfo0%16%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%12
Second Nature0%0%15accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Second Nature0%0%15accepted 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.
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
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 →
010203040506070809101112131415Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01MindTickle22%
MindTickle22%02SalesHood14%
SalesHood14%03Allego10%
Allego10%04Gong6%
Gong6%05HubSpot Sales Hub6%
HubSpot Sales Hub6%06Spekit4%
Spekit4%07Showpad Coach4%
Showpad Coach4%08Avoma4%
Avoma4%09HubSpot Academy4%
HubSpot Academy4%10Highspot4%
Highspot4%11Hyperbound2%
Hyperbound2%12Second Nature0%
Second Nature0%13Chorus by ZoomInfo0%
Chorus by ZoomInfo0%14Salesloft Conversations0%
Salesloft Conversations0%15Seismic Enablement Cloud0%
Seismic Enablement Cloud0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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.
Gong30%
13 of 43 labels negative · 12 of 14 models · 6 hard negative
“Avoid standard enterprise vendors (Gong, Mindtickle, Seismic/Lessonly) unless you have at least 15–20+ reps” Gemini 3.5 Flash, budget prompt
Highspot35%
9 of 26 labels negative · 9 of 14 models · 2 hard negative
“What I'd Avoid for Mid-Market Right Now - Seismic / Highspot:” Kimi K2, paraphrase prompt
Seismic Enablement Cloud50%
11 of 22 labels negative · 8 of 14 models · 2 hard negative
“What I'd Avoid for Mid-Market Right Now - Seismic / Highspot: These merged in 2026 and are now squarely focused on enterprise” Kimi K2, paraphrase prompt
MindTickle16%
8 of 51 labels negative · 7 of 14 models · 4 hard negative
“Avoid standard enterprise vendors (Gong, Mindtickle, Seismic/Lessonly)” Gemini 3.5 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
71 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. 799 links across 212 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.
26 answers · 66 citations · 11 models
vendor site · Prospeo24 answers · 29 citations · 10 models
vendor site · PitchMonster21 answers · 27 citations · 10 models
vendor site · HubSpot17 answers · 19 citations · 8 models
vendor site · MindTickle16 answers · 27 citations · 10 models
vendor site · Hyperbound16 answers · 23 citations · 9 models
vendor site · Paperflite15 answers · 15 citations · 9 models
vendor site · Outreach14 answers · 17 citations · 11 models
vendor site · Guideflow14 answers · 14 citations · 10 models
vendor site · Software Advice13 answers · 14 citations · 7 models
vendor site · Disprz13 answers · 13 citations · 8 models
13 answers · 13 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
14 answers · 8 models
13 answers · 9 models
11 answers · 9 models
11 answers · 8 models
10 answers · 8 models
10 answers · 7 models
9 answers · 8 models
9 answers · 7 models
8 answers · 3 models
8 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 “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 | 22% | 315 | 2,900 | 60 | 4,413 | 19 | ||
| SalesHood saleshood.com | 14% | 109 | 720 | 1 | 1,628 | 0 | 3 | |
| Allego allego.com | 10% | 208 | 5,400 | 58 | 12,354 | $883 | 29 | |
| HubSpot parent site HubSpot Sales Hub 6%, HubSpot Academy 4% | 10% | 687 | 368,000 | 9,776 | ||||
| Gong gong.io | 6% | 361 | 74,000 | 13,361 | 52,787 | $1,556 | 120 | 4 |
| TalentLMS talentlms.com | 6% | 128 | 8,100 | 103 | 82,431 | $1,179 | 119 | |
| Spekit spekit.com | 4% | 100 | 1,900 | 15 | 3,062 | $86 | 33 | |
| Showpad Coach showpad.com | 4% | 49 | 20 | 0 | 11,387 | 45 | ||
| Avoma avoma.com | 4% | 266 | 3,600 | 31 | 19,141 | 27 | ||
| Highspot highspot.com | 4% | 375 | 14,800 | 255 | 47,379 | 5 | 5 |
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 a mid-market B2B company?”Paraphrase“Which sales onboarding and enablement training tool would you recommend to a mid-sized B2B company?”Comparative“What are the top sales coaching and training platforms and how do they differ?”Budget-constrained“What is the best sales coaching and training platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a sales coaching and training platform. What should we look at?”Negative“Which sales coaching and training platforms should I avoid or be cautious about?”
Claude Haiku 4.5AvomaSalesHoodChangedagainst: HubSpot Sales HubSmartWinnrTalentLMSno first choiceagainst: Chorus by ZoomInfo, Gong, Highspot, MindTickle, SalesHood, Seismic Enablement Cloud
Five alternatives
Jiminny, MindTickle, SalesHood, Second Nature, SpekitTwo alternatives
Dock, SpekitFive alternatives
Allego, Ambition, Gong, MindTickle, SpekitThree alternatives
360Learning, Fathom, SalesHoodGPT-5.4 miniMindTickleSalesHoodChangedMindTickleSalesHoodno first choiceagainst: 7th Level Inc, Action Academy, Cardone Training Technologies / Cardone University, Her Last Call LLC, She Sells Academy
Two alternatives
Allego, SalesHoodFour alternatives
Allego, MindTickle, Spekit, TrainualNine alternatives
Allego, Ambition, Gong, Jiminny, Lessonly, SalesHood, Salesloft Conversations, Seismic Enablement Cloud, SmartWinnrTwo alternatives
360Learning, SalesMagicGemini 3.5 FlashMindTickleHighspot, LessonlyChangedGongTalentLMS, Trainualagainst: Gong, Lessonly, MindTickle, Seismic Enablement Cloudno first choicenothing named
Four alternatives
Gong, SalesHood, Second Nature, Seismic LearningThree alternatives
Allego, MindTickle, SpekitSix alternatives
Allego, Highspot, Hyperbound, MindTickle, Second Nature, Seismic LearningSix alternatives
Avoma, Fathom, Fireflies.ai, SalesHood, SecondBody, YoodliPerplexity SonarSalesHoodagainst: Seismic Enablement CloudSalesHoodHeldGongTalentLMSagainst: Gong, HubSpot Sales Hub, MindTickleno first choiceagainst: Chorus by ZoomInfo, Gong, Highspot, Salesloft Conversations, Seismic Enablement Cloud
Three alternatives
Gong, MindTickle, SpekitFive alternatives
360Learning, Highspot, MindTickle, Spekit, TrainualEight alternatives
Allego, Chorus by ZoomInfo, Highspot, HubSpot Conversational Intelligence, Hyperbound, MindTickle, Second Nature, Showpad CoachThree alternatives
Fathom, Hyperbound, SC TrainingGrok 4.20Gongagainst: JB Sales / Sell BetterMindTickleChangedagainst: Highspot, Seismic Enablement CloudGong, MindTickleHubSpot Academyagainst: Gong, MindTickle, RAIN Group, Sandler Trainingno first choiceagainst: Cardone University, NEPQ
Two alternatives
MindTickle, Seismic Enablement CloudTwo alternatives
Allego, SalesHoodSeven alternatives
BigTinCan Readiness, Brainshark, Chorus by ZoomInfo, Clari Copilot, Jiminny, Salesken, Second NatureFive alternatives
Avoma, Coursera, Salesforce Trailhead, Trellus, UdemyMistral SmallGong, MindTickleAllego, DockChangedGongHubSpot Sales Hubno first choiceagainst: Al, Chorus by ZoomInfo, Gong, MindTickle, SalesHood, Salesloft's Conversational Intelligence
Three alternatives
Ambition, Hyperbound Practice, JB Sales / Sell BetterTwo alternatives
MindTickle, Showpad CoachFive alternatives
ASLAN, Highspot, HubSpot Sales Hub, Retorio, Seismic Enablement CloudFour alternatives
Chorus by ZoomInfo, HubSpot Academy, Hyperbound, Trailhead by SalesforceDeepSeek V4 FlashMindTickleSalesHoodChangedagainst: MindTickleGong, MindTickleSC Trainingagainst: Gong, Highspot, MindTickle, Outreach Kaia, Salesloft Conversationsno first choiceagainst: Cardone University, CourseCareers, NEPQ, SaaSBros, Sandler Training, She Sells by Shelby Sapp, Traffic and Funnels
Four alternatives
Ambition, Gong, Hyperbound, Showpad CoachFour alternatives
Allego, Lessonly, Spekit, TrainualSeven alternatives
Allego, Chorus by ZoomInfo, Highspot, HubSpot Sales Hub, SalesHood, Seismic Enablement Cloud, Showpad CoachThree alternatives
CloudTalk, Convo, TalentLMSLlama 4 Maverickno first choiceAllego, Disprz, Showpad CoachChangedno first choiceHubSpot Sales Hubno first choiceagainst: Gong, Highspot, MindTickle
One alternative
PipedriveQwen 3.7 FlashHighspotSpekitChangedGong, MindTickleLessonlyno first choiceagainst: Gong, Highspot, Seismic Enablement Cloudagainst: Grant Cardone Academy / Cardone Consulting Group, NEPQ, Pixeltests
Three alternatives
Axello, Gong, LessonlyThree alternatives
Allego, Dock, SalesHoodFive alternatives
Didask, RAIN Group, Sandler Training, Seismic Enablement Cloud, Showpad CoachFour alternatives
GoLearning, HubSpot Academy, Pipedrive, TalentLMSKimi K2Gong, MindTickleAllegoChangedagainst: Highspot, Seismic Enablement Cloud, Showpad CoachChorus by ZoomInfo, GongAvomaagainst: Gongno first choiceagainst: BoostUp, Cardone University, Fathom, Pega Sales Automation, Rilla, Salesloft Conversations, The Elliott Group Sales Training
Three alternatives
Allego, Revenue.io, Showpad CoachThree alternatives
MindTickle, Spekit, WorkRampNine alternatives
Allego, Avoma, Clari Copilot, MindTickle, Outreach Kaia, Revenue.io, Salesloft Conversations, Seismic Learning, Showpad CoachThree alternatives
HubSpot Academy, HubSpot Sales Hub, SCOREGLM 4.7 FlashXMindTickleShowpad CoachChangedGongHyperboundagainst: Gongno first choiceagainst: Coaching Department / Apply Knowledge, Dialpad Connect, Fat Giraffe Marketing, Fathom, Lurn, MySalesCoach, Oliv, The Sales Mentor, outdoo.ai
Two alternatives
Hyperbound, Salesloft ConversationsThree alternatives
Allego, MindTickle, SalesHoodEight alternatives
Chorus by ZoomInfo, Dialpad Connect, Highspot, MindTickle, Salesloft Conversations, Second Nature, Seismic Enablement Cloud, SpekitFour alternatives
Avoma, HubSpot Academy, TalentLMS, UdemyMiniMax M2.5MindTickleagainst: GongAllego, SpekitChangedGongHubSpot Sales Hubno first choicenothing named
Two alternatives
Avoma, SalesHoodThree alternatives
HubSpot Sales Hub, MindTickle, Outreach KaiaSix alternatives
Chorus by ZoomInfo, Clari Copilot, Dialpad, Highspot, MindTickle, Seismic Enablement CloudThree alternatives
Dale Carnegie, Eduflow, HubSpot AcademyGPT-6 LunaMindTickleSalesHoodChangedno first choiceagainst: Highspot, Seismic Enablement CloudSalesCoachagainst: Gong, Seismic Enablement Cloudno first choiceagainst: Prehired, The Sales Mentor programs
Two alternatives
Gong, HighspotTwo alternatives
Highspot, MindTickleSix alternatives
Allego, Gong Enable, MindTickle, SalesHood, Second Nature, Showpad CoachTwo alternatives
HubSpot Academy, MySalesCoachMuse Glimmer 30BMindTickleagainst: Seismic Enablement CloudAllego, MindTickleChangedagainst: Highspot, Seismic Enablement Cloudno first choiceHubSpot Academyno first choiceagainst: 637 Group LLC, 7th Level Inc, Academyleaders.com, Cardone University, Closer Academy, NEPQ, Winning Edge Selling
Three alternatives
Allego, Hyperbound, SalesHoodTwo alternatives
HubSpot Sales Hub, Showpad CoachTwelve alternatives
Allego, Chorus by ZoomInfo, Didask, Docebo, Gong, Highspot, Hyperbound, Jiminny, MindTickle, PitchMonster, Salesloft Conversations, Second NatureFive alternatives
Avoma, Docebo, Fireflies.ai, SC Training, tl;dvBold 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 11:08 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:55 | yes | 2 | 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 11:20 | yes | 10 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:19 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:59 | yes | 10 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:34 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:37 | yes | 25 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:54 | yes | 5 | 4 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:18 | no | 0 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:47 | yes | 15 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:12 | yes | 25 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:50 | yes | 14 | 31 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:47 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:25 | yes | 15 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:02 | yes | 19 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:11 | 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 16:26 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:06 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:08 | yes | 10 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:38 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:12 | yes | 24 | 31 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:39 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:15 | yes | 5 | 16 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:12 | yes | 20 | 77 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:58 | yes | 15 | 209 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:40 | yes | 5 | 31 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:37 | yes | 4 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:22 | yes | 13 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:45 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:00 | yes | 6 | 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 12:51 | no | 0 | 17 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:56 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:53 | yes | 5 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:40 | yes | 9 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:16 | yes | 24 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:42 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:46 | yes | 5 | 26 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:52 | yes | 20 | 63 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:15 | yes | 23 | 33 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:18 | yes | 15 | 41 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:58 | yes | 7 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:54 | yes | 13 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:20 | yes | 10 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:28 | yes | 4 | 4 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 13:36 | yes | 9 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:23 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:47 | yes | 10 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:52 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:07 | yes | 22 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:06 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:36 | no | 0 | 27 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:30 | yes | 15 | 32 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:42 | yes | 25 | 66 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:32 | yes | 5 | 31 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:06 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:20 | yes | 15 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:12 | no | 0 | 8 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:04 | 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 11:50 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:50 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:10 | yes | 14 | 19 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:12 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:07 | yes | 18 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:29 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:28 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:48 | yes | 15 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:46 | no | 0 | 32 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:58 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:47 | yes | 4 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:35 | no | 0 | 7 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:19 | yes | 16 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:44 | yes | 6 | 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 12:52 | yes | 8 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 16:14 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:22 | yes | 14 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:11 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:49 | yes | 24 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:42 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:26 | yes | 5 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:14 | yes | 24 | 39 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:30 | yes | 23 | 26 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:04 | no | 0 | 13 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:48 | yes | 3 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:55 | yes | 15 | 20 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
Bigtincan (Learning/Hub) read as BigTinCan Readiness
Outreach read as Outreach Kaia
Outreach (Kaia) read as Outreach Kaia
SalesLoft read as Salesloft Conversations
Salesloft read as Salesloft Conversations
Sandler read as Sandler Training
Seismic read as Seismic Enablement Cloud
Seismic (Enablement Cloud) read as Seismic Enablement Cloud
Seismic (Lessonly) read as Seismic Enablement Cloud
Seismic (including Highspot) read as Seismic Enablement Cloud
Seismic (now including Highspot by Seismic) read as Seismic Enablement Cloud
Showpad read as Showpad Coach
Showpad (Bigtincan) read as Showpad Coach
Showpad (now part of Bigtincan) read as Showpad Coach
Unresolved, counted raw
637 Group LLC
ASLAN
Academyleaders.com
Action Academy
Al
Aslan Training
Axello
BetterWorks
Bitrix
Cardone Training Technologies / Cardone University
Closer Academy
Coaching Department / Apply Knowledge
CourseCareers
Dale Carnegie
Demodesk Coaching & AI
Eduflow
Fat Giraffe Marketing
GoLearning
Grant Cardone Academy / Cardone Consulting Group
Her Last Call LLC
Miller Heiman Group
Pega Sales Automation
Pixeltests
Practis
Prehired
Revspire
Revu
Rezoomo
SCORE
SaaSBros
SalesCoach
Salesforce Training
Sana Learn
She Sells Academy
She Sells by Shelby Sapp
The Elliott Group Sales Training
The Sales Mentor programs
Traffic and Funnels
Trailhead by Salesforce
Winning Edge Selling
Xerox Connect
outdoo.ai
Discontinued, still offered
No shut-down product was recommended here.