Mentoring software for small business buyers
Asked as “mentoring program software”, and as “employee mentoring platform”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
37%
Contested · PushFar 19%
37Mentorloop19PushFar08MentorCity37others
37% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: Mentorloop (36%) replaces PushFar (39% then, 22% now), 13 points clear, inside the 13-point floor.Mentorloop leads at 36%, replacing PushFar, which led at 39% and stands at 22% now: 13 points clear, inside the floor, so the swap reads as unsettled.
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
Mentorloop37%Contested↗new leaderNew leader since September 2026: Mentorloop (36%) replaces PushFar (39% then, 22% now), 13 points clear, inside the 13-point floor.This pageMid-market
Together28%Contested▼−10Since September 2026: 37% → 27%, −10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
MentorcliQ29%Contested↗new leaderNew leader since September 2026: MentorcliQ (29%) replaces Qooper (29% then, 27% now), 2 points clear, inside the 13-point floor.Standing →
Mentorloop37%Contested↗new leaderNew leader since September 2026: Mentorloop (36%) replaces PushFar (39% then, 22% now), 13 points clear, inside the 13-point floor.This pageMid-marketTogether28%Contested▼−10Since September 2026: 37% → 27%, −10 points. Inside the 13-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseMentorcliQ29%Contested↗new leaderNew leader since September 2026: MentorcliQ (29%) replaces Qooper (29% then, 27% now), 2 points clear, inside the 13-point floor.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Mentorloop37%4%46endorsed leader▲+16Since September 2026: 20% → 36%, +16 points. Past the 13-point floor: movement. Read over the models both editions asked.20% → 36%
Mentorloop37%4%46endorsed leader▲+16Since September 2026: 20% → 36%, +16 points. Past the 13-point floor: movement. Read over the models both editions asked.20% → 36%02
PushFar19%0%37accepted challenger▼−17Since September 2026: 39% → 22%, −17 points. Past the 13-point floor: movement. Read over the models both editions asked.39% → 22%
PushFar19%0%37accepted challenger▼−17Since September 2026: 39% → 22%, −17 points. Past the 13-point floor: movement. Read over the models both editions asked.39% → 22%03
MentorCity8%0%11accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 7%
MentorCity8%0%11accepted challenger▲+7Since September 2026: 0% → 7%, +7 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 7%04
Qooper8%35%40criticized challenger▲+6Since September 2026: 2% → 9%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 9%
Qooper8%35%40criticized challenger▲+6Since September 2026: 2% → 9%, +6 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 9%05Together6%43%44criticized challenger▲+2Since September 2026: 5% → 7%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 7%
Together6%43%44criticized challenger▲+2Since September 2026: 5% → 7%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 7%06MentorcliQ4%68%38criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%
MentorcliQ4%68%38criticized challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.2% → 4%07
MicroMentor2%7%29accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%
MicroMentor2%7%29accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 2%08
MentorCruise2%20%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
MentorCruise2%20%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%Show the four products at 0%, ordered by negative rate
12
Chronus0%79%34criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
Chronus0%79%34criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%10
GrowthMentor0%10%21accepted challenger▼−5Since September 2026: 5% → 0%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 0%
GrowthMentor0%10%21accepted challenger▼−5Since September 2026: 5% → 0%, −5 points. Inside the 13-point floor: within noise. Read over the models both editions asked.5% → 0%11
ADPList0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
ADPList0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%09
SCORE0%0%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%
SCORE0%0%19accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 13 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-eight head-to-head pages: the top eight products, each against each
Together vs ChronusTogether vs GuiderTogether vs MentorCityTogether vs QooperMentorloop vs MentorcliQMentorloop vs PushFarMentorloop vs ChronusMentorloop vs GuiderMentorloop vs MentorCityMentorloop vs QooperMentorcliQ vs PushFarMentorcliQ vs ChronusMentorcliQ vs GuiderMentorcliQ vs MentorCityMentorcliQ vs QooperPushFar vs ChronusPushFar vs GuiderPushFar vs MentorCityPushFar vs QooperChronus vs GuiderChronus vs MentorCityChronus vs QooperGuider vs MentorCityGuider vs QooperMentorCity vs Qooper
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Mentorloop37%
Mentorloop37%02PushFar19%
PushFar19%03MentorCity8%
MentorCity8%04Qooper8%
Qooper8%05Together6%
Together6%06MentorcliQ4%
MentorcliQ4%07MicroMentor2%
MicroMentor2%08MentorCruise2%
MentorCruise2%09SCORE0%
SCORE0%10GrowthMentor0%
GrowthMentor0%11ADPList0%
ADPList0%12Chronus0%
Chronus0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. 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.
MentorcliQ68%
26 of 38 labels negative · 11 of 14 models · 9 hard negative
“Specific Platforms/Services to Approach with Extreme Caution or Avoid: Enterprise-focused mentoring software (e.g., MentorcliQ, Chronus, Together)” Grok 4.1 Fast, negative prompt
Chronus79%
27 of 34 labels negative · 11 of 14 models · 7 hard negative
“"Why skip for now: Unless you have >100 employees and complex compliance requirements, Chronus will drain your budget and admin time."” Muse Glimmer 30B, negative prompt
Together43%
19 of 44 labels negative · 9 of 14 models · 5 hard negative
“Built for enterprise-scale organizations with dedicated HR/L&D teams; quote-based pricing assuming large budgets” DeepSeek V4 Flash, negative prompt
Qooper35%
14 of 40 labels negative · 7 of 14 models · 2 hard negative
“Built for enterprise-scale organizations with dedicated HR/L&D teams; quote-based pricing assuming large budgets” DeepSeek V4 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
80 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1089 links across 118 sites, every framing counted. Ranked by the number of answers carrying the site or page. 20 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 · GrowthMentor53 answers · 68 citations · 12 models
vendor site · Qooper42 answers · 82 citations · 13 models
vendor site · G235 answers · 58 citations · 12 models
vendor site · ADPList35 answers · 42 citations · 11 models
vendor site · Guideflow32 answers · 42 citations · 10 models
30 answers · 30 citations · 9 models
28 answers · 45 citations · 11 models
27 answers · 38 citations · 11 models
26 answers · 26 citations · 9 models
vendor site · MentorCruise25 answers · 42 citations · 10 models
25 answers · 31 citations · 9 models
25 answers · 29 citations · 11 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.
49 answers · 12 models
35 answers · 11 models
30 answers · 10 models
30 answers · 9 models
26 answers · 9 models
19 answers · 11 models
19 answers · 11 models
17 answers · 9 models
16 answers · 11 models
15 answers · 6 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 mentoring program software”, “mentoring platforms”, “mentoring program software”. 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 |
|---|---|---|---|---|---|---|---|---|
| Mentorloop mentorloop.com | 37% | 95 | 260 | 3 | 32,289 | 1 | 1 | |
| PushFar pushfar.com | 19% | 70 | 90 | 3 | 2,521 | |||
| MentorCity mentorcity.com | 8% | 26 | 260 | 1 | 834 | 10 | ||
| Qooper qooper.io | 8% | 140 | 720 | 0 | 144,826 | $318 | 4 | 1 |
| Together togetherplatform.com Together 6%, Together Corporate Mentorship 2% | 8% | 163 | 165,000 | 1,119,610 | 37,952 | 0 | 3 | |
| MentorStack mentorstack.co | 6% | 8 | ||||||
| Mentornity mentornity.com | 4% | 15 | 70 | 2 | 368 | |||
| Mentorink mentorink.com | 4% | 11 | ||||||
| MentorcliQ mentorcliq.com | 4% | 147 | 880 | 4 | 164,583 | $124 | 17 | 8 |
| MicroMentor micromentor.org | 2% | 39 | 390 | 3 | 2,679 | 0 |
Google's top ten for the three searches hold 16 sites; 6 of them are among the sites the models cited here (adplist.org, growthmentor.com, mentorcruise.com, peoplemanagingpeople.com, qooper.io, togetherplatform.com). The first result for “best mentoring program software” is peoplemanagingpeople.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best mentoring program software for a small B2B company?”Paraphrase“Which employee mentoring platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top mentoring platforms for a small team and how do they differ?”Budget-constrained“What is the best mentoring program software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a mentoring program software. What should we look at?”Negative“Which mentoring platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5PushFarPushFarHeldagainst: Chronus, QooperMentornity, PushFarMentorloopno first choiceagainst: Clarity.fm, GrowthMentor, LinkedIn, MicroMentor
Two alternatives
Mentorloop, QooperOne alternative
MentorloopTwo alternatives
Mentorloop, QooperFive alternatives
MentorCruise, Mentorink, MicroMentor, PushFar, SCOREGPT-5.4 miniMentorloopMentorloopHeldagainst: MentorcliQTogetheragainst: ADPList, Chronus, MentorCruiseMentorloopagainst: Chronusno first choiceagainst: AMZMentors, GrowthMentor, MentorShow, Smart Coach, The Small Business Handbook
Three alternatives
GrowthMentor, MentorcliQ, TogetherTwo alternatives
Mentorly, MentornityTwo alternatives
MentorcliQ, QooperOne alternative
TogetherGemini 3.5 FlashMentorloopagainst: Chronus, MentorcliQ, Qooper, TogetherMentorloopHeldagainst: Chronus, MentorcliQ, TogetherMentorloopagainst: Chronus, Qooper, TogetherMentorStack, Mentorloopagainst: Chronus, Qooper, TogetherMentorStack, Mentorloopagainst: Chronus, MentorcliQ, Qooper, Togetheragainst: Chronus, Clarity.fm, MentorcliQ, Qooper, Together
Three alternatives
Mentorgain, Mentorink, PushFarThree alternatives
GrowthMentor, MentorCruise, PushFarSeven alternatives
ADPList, Donut, GrowthMentor, MentorCruise, Mentorgain, Mentorink, PushFarThree alternatives
Mentorgain, Mentornity, PushFarTwo alternatives
Mentornity, PushFarPerplexity SonarQooperQooperHeldQooperagainst: TogetherMentorloopagainst: Qooperno first choiceagainst: Chronus, MentorcliQ, Together
Two alternatives
Mentorloop, PushFarThree alternatives
Chronus, PushFar, TogetherThree alternatives
Chronus, Mentorloop, MicroMentorTwo alternatives
MicroMentor, SCOREGrok 4.1 FastMentorloopagainst: Chronus, QooperMentorloopHeldagainst: Chronus, MentorcliQMentorloop, PushFaragainst: Chronus, MentorcliQMentorCityagainst: MentorcliQno first choiceagainst: Chronus, ClickFunnels, Lurn, MentorcliQ, MicroMentor, Stayly and Stayly Academy, Together
Two alternatives
PushFar, TogetherOne alternative
Together Mentoring PlatformThree alternatives
MicroMentor, Qooper, TogetherThree alternatives
Mentorloop, Qooper, TogetherFour alternatives
Guideflow, MentorCity, Mentorloop, QooperMistral SmallQooperQooper, Together Corporate MentorshipChangedMentorloopPushFarno first choiceagainst: Clarity.fm, Topmate
Two alternatives
Dreami, Together Corporate MentorshipOne alternative
MicroMentorThree alternatives
ADPList, GrowthMentor, MicroMentorDeepSeek V4 FlashMentorloopagainst: MentorcliQMentorloopHeldagainst: Chronus, MentorcliQ, TogetherPushFaragainst: Chronus, Qooper, TogetherMentorink, Togetheragainst: Chronus, MentorCloud, MentorcliQ, QooperPushFaragainst: MentorcliQ, Qooper, Togetheragainst: Chronus, Clarity.fm, MentorcliQ, Mentorloop, Qooper, Together
Two alternatives
Qooper, TogetherOne alternative
QooperOne alternative
MentorloopTwo alternatives
ADPList, MentorCityThree alternatives
Guider, MentorStack, MentorloopLlama 4 Maverickno first choiceMentorcliQChangedMentorloopMicroMentor, PushFarno first choiceagainst: Chronus, MentorcliQ, Together
One alternative
MicroMentorQwen 3.7 FlashTogetheragainst: Chronus, MentorcliQMentorcliQChangedMentorloop, TogetherMentorStack, Mentornityagainst: Mentorloopno first choicenothing named
Two alternatives
MentorCity, MentorloopTwo alternatives
Chronus, Ten Thousand CoffeesFive alternatives
GrowthMentor, Mentornity, MicroMentor, PushFar, SCOREThree alternatives
CoachVantage, MicroMentor, PushFarKimi K2Mentorloop, PushFaragainst: ChronusPushFarChangedagainst: MentorcliQ, TogetherPushFarMentorCity, Togetherno first choiceagainst: Automators AI, Chronus, Clarity.fm, Lurn, Mastermind.com, MentorcliQ, Together
Two alternatives
Qooper, TogetherTwo alternatives
Guider, MentorinkTwo alternatives
Mentorloop, Ten Thousand CoffeesTwo alternatives
PushFar, QooperGLM 4.7 FlashXMentorloop, PushFaragainst: MentorcliQ, TogetherMentorloopChangedMentorCity, PushFarPushFarno first choiceagainst: Chronus, MentorcliQ
Two alternatives
MentorCity, QooperOne alternative
MentorCityTwo alternatives
Qooper, TogetherThree alternatives
ADPList, GroupApp, GrowthMentorMiniMax M2.5no first choicePushFarChangedGroupApp, TogetherMentorCityno first choicenothing named
Two alternatives
Mentorloop, TogetherOne alternative
GrowthMentorThree alternatives
Mentorloop, MicroMentor, PushFarGPT-6 LunaMentorloopagainst: MentorcliQ, QooperMentorloopHeldagainst: TogetherMentorloop, TogetherMentornityno first choiceagainst: Digital Altitude, MOBE
One alternative
TogetherTwo alternatives
PushFar, QooperOne alternative
MentorloopMuse Glimmer 30BMentorinkagainst: Chronus, MentorcliQ, Qooper, TogetherMentorloopChangedagainst: Chronus, MentorcliQMentorloop, MentornityMentorCityMentorCruiseagainst: Chronus, MentorcliQagainst: Chronus, MentorCruise, MentorcliQ
Three alternatives
GroupApp, MentorCloud, PushFarOne alternative
PushFarTwo alternatives
PushFar, QooperFour alternatives
Mentorloop, MicroMentor, PushFar, TogetherBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:07 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:34 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:07 | yes | 25 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 11:48 | yes | 17 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:14 | yes | 23 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:45 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:15 | yes | 23 | 33 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:27 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:53 | yes | 5 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:58 | yes | 9 | 14 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:57 | yes | 14 | 42 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:44 | yes | 11 | 17 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:30 | yes | 3 | 10 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:26 | yes | 18 | 40 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:30 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:56 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:51 | yes | 13 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 11:18 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:23 | yes | 23 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:10 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:08 | yes | 25 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:31 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:25 | yes | 17 | 113 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:00 | yes | 18 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:35 | yes | 23 | 116 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:19 | yes | 15 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:52 | yes | 2 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:41 | yes | 22 | 35 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:32 | yes | 14 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:12 | yes | 2 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:26 | yes | 20 | 30 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:13 | yes | 16 | 5 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:59 | yes | 19 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:13 | yes | 19 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:12 | yes | 25 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:28 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:28 | yes | 9 | 43 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:37 | yes | 19 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:26 | yes | 24 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:03 | yes | 5 | 19 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:41 | yes | 4 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:50 | yes | 23 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:50 | yes | 10 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:26 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:37 | yes | 16 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:23 | yes | 18 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:20 | yes | 21 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:58 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:49 | yes | 23 | 54 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:18 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:01 | yes | 13 | 46 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:03 | yes | 20 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:51 | yes | 22 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:42 | yes | 20 | 30 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:00 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:39 | yes | 12 | 26 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:52 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:51 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:44 | yes | 10 | 21 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:22 | yes | 18 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:39 | yes | 13 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:24 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:37 | yes | 23 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:21 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:24 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:47 | yes | 5 | 17 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:33 | yes | 22 | 19 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:48 | yes | 5 | 13 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:04 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:17 | yes | 14 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:50 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:13 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:18 | yes | 19 | 50 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:26 | yes | 20 | 2 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:42 | yes | 21 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:50 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:46 | yes | 21 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:53 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:31 | yes | 10 | 29 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:11 | yes | 23 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:23 | yes | 23 | 97 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:40 | yes | 18 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:52 | yes | 3 | 13 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:48 | yes | 18 | 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
None. Every name in this category resolved on its own.
Unresolved, counted raw
AMZMentors
Automators AI
ClickFunnels
Digital Altitude
Dreami
F6S
Mastermind.com
Mentlify
PazCare
Qubiks
SBA resource partner
SBDCs
Stayly and Stayly Academy
The Small Business Handbook
Together Mentoring Platform
Turazo
Discontinued, still offered
No shut-down product was recommended here.