Mentoring software
Asked as “mentoring program software”, and as “employee mentoring platform”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
47%
Clear leader
47Together11MentorcliQ11Mentornity30others
47% of first choices, clear leader.
Since October 2026▲+19Since October 2026: 28% → 47%, +19 points. Past the 13-point floor: movement.Together held the lead, +19 points on 28%, past the 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
Mentorloop44%Clear leader▲+7Since October 2026: 37% → 44%, +7 points. Inside the 13-point floor: within noise.Standing →Mid-market
Together47%Clear leader▲+19Since October 2026: 28% → 47%, +19 points. Past the 13-point floor: movement.This pageEnterpriseTogether38%Contested↗new leaderNew leader since October 2026: Together (38%) replaces MentorcliQ (29% then, 32% now), 6 points clear, inside the 13-point floor.Standing →
Mentorloop44%Clear leader▲+7Since October 2026: 37% → 44%, +7 points. Inside the 13-point floor: within noise.Standing →Mid-marketTogether47%Clear leader▲+19Since October 2026: 28% → 47%, +19 points. Past the 13-point floor: movement.This pageEnterpriseTogether38%Contested↗new leaderNew leader since October 2026: Together (38%) replaces MentorcliQ (29% then, 32% now), 6 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Together47%10%50endorsed leader▲+19Since October 2026: 28% → 47%, +19 points. Past the 13-point floor: movement.28% → 47%
Together47%10%50endorsed leader▲+19Since October 2026: 28% → 47%, +19 points. Past the 13-point floor: movement.28% → 47%02
MentorcliQ11%20%49accepted challenger▲+2Since October 2026: 9% → 11%, +2 points. Inside the 13-point floor: within noise.9% → 11%
MentorcliQ11%20%49accepted challenger▲+2Since October 2026: 9% → 11%, +2 points. Inside the 13-point floor: within noise.9% → 11%03
Mentornity11%0%17accepted challenger▲+5Since October 2026: 6% → 11%, +5 points. Inside the 13-point floor: within noise.6% → 11%
Mentornity11%0%17accepted challenger▲+5Since October 2026: 6% → 11%, +5 points. Inside the 13-point floor: within noise.6% → 11%04Mentorloop9%5%43accepted challenger▼−6Since October 2026: 15% → 9%, −6 points. Inside the 13-point floor: within noise.15% → 9%
Mentorloop9%5%43accepted challenger▼−6Since October 2026: 15% → 9%, −6 points. Inside the 13-point floor: within noise.15% → 9%05
PushFar8%4%26accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 13-point floor: within noise.9% → 8%
PushFar8%4%26accepted challenger▼−1Since October 2026: 9% → 8%, −1 point. Inside the 13-point floor: within noise.9% → 8%06
Mentorgain4%0%12accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%
Mentorgain4%0%12accepted challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 13-point floor: within noise.2% → 4%07
Qooper2%11%37accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
Qooper2%11%37accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%Show the five products at 0%, ordered by negative rate
08
Chronus0%26%35criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise.6% → 0%
Chronus0%26%35criticized challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise.6% → 0%10
ADPList0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
ADPList0%9%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%09
MentorCruise0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
MentorCruise0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%12
MentorCity0%0%12accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise.6% → 0%
MentorCity0%0%12accepted challenger▼−6Since October 2026: 6% → 0%, −6 points. Inside the 13-point floor: within noise.6% → 0%11
Ten Thousand Coffees0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Ten Thousand Coffees0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.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 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-one head-to-head pages: the top seven products, each against each
Together vs PushFarTogether vs MentorgainTogether vs QooperMentorcliQ vs MentornityMentorcliQ vs MentorloopMentorcliQ vs PushFarMentorcliQ vs MentorgainMentorcliQ vs QooperMentornity vs MentorloopMentornity vs PushFarMentornity vs MentorgainMentornity vs QooperMentorloop vs PushFarMentorloop vs MentorgainMentorloop vs QooperPushFar vs MentorgainPushFar vs QooperMentorgain 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% negative60%
Key
01Together47%
Together47%02MentorcliQ11%
MentorcliQ11%03Mentornity11%
Mentornity11%04Mentorloop9%
Mentorloop9%05PushFar8%
PushFar8%06Mentorgain4%
Mentorgain4%07Qooper2%
Qooper2%08Chronus0%
Chronus0%09MentorCruise0%
MentorCruise0%10ADPList0%
ADPList0%11Ten Thousand Coffees0%
Ten Thousand Coffees0%12MentorCity0%
MentorCity0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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.
MentorcliQ20%
10 of 49 labels negative · 7 of 14 models · 2 hard negative
“Do not use these platforms unless you have added significant manual "off-platform" safeguards.” Qwen 3.7 Flash, negative prompt
Chronus26%
9 of 35 labels negative · 7 of 14 models · 1 hard negative
“Do not use these platforms unless you have added significant manual "off-platform" safeguards.” Qwen 3.7 Flash, negative prompt
Together10%
5 of 50 labels negative · 4 of 14 models · 1 hard negative
“Avoid starting with enterprise platforms such as MentorcliQ or Together” Perplexity Sonar, budget prompt
Qooper11%
4 of 37 labels negative · 4 of 14 models
“Enterprise products such as Chronus, MentorcliQ, Together, and Qooper are generally purchased by employers rather than individuals.” Perplexity Sonar, 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
75 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. 855 links across 147 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
40 answers · 61 citations · 10 models
34 answers · 50 citations · 10 models
31 answers · 45 citations · 13 models
vendor site · G230 answers · 38 citations · 13 models
vendor site · Brancher26 answers · 27 citations · 10 models
vendor site · Qooper24 answers · 45 citations · 10 models
23 answers · 28 citations · 12 models
vendor site · Mentornity21 answers · 30 citations · 11 models
vendor site · FirstHR20 answers · 20 citations · 10 models
vendor site · Chronus16 answers · 16 citations · 5 models
vendor site · Mentorloop15 answers · 18 citations · 9 models
15 answers · 17 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.
28 answers · 10 models
25 answers · 11 models
24 answers · 10 models
22 answers · 10 models
20 answers · 10 models
15 answers · 8 models
13 answers · 4 models
13 answers · 8 models
11 answers · 6 models
11 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 |
|---|---|---|---|---|---|---|---|---|
| Together togetherplatform.com Together 47%, Together Corporate Mentorship 2% | 49% | 179 | 165,000 | 1,119,610 | 37,952 | 0 | 3 | |
| MentorcliQ mentorcliq.com | 11% | 175 | 880 | 4 | 164,583 | $124 | 17 | 8 |
| Mentornity mentornity.com | 11% | 53 | 70 | 2 | 368 | |||
| Mentorloop mentorloop.com | 9% | 118 | 260 | 3 | 32,289 | 1 | 1 | |
| PushFar pushfar.com | 8% | 78 | 90 | 3 | 2,521 | |||
| Mentorgain mentorgain.com | 4% | 37 | 10 | 0 | 337 | |||
| Qooper qooper.io | 2% | 124 | 720 | 0 | 144,826 | $318 | 4 | 1 |
| MicroMentor micromentor.org | 2% | 13 | 390 | 3 | 2,679 | 0 | ||
| Disprz disprz.ai | 2% | 66 | ||||||
| Coaching Loft coachingloft.com | 2% | 18 |
Google's top ten for the three searches hold 16 sites; 4 of them are among the sites the models cited here (chronus.com, mentorloop.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 mid-market B2B company?”Paraphrase“Which employee mentoring platform would you recommend to a mid-sized B2B company?”Comparative“What are the top mentoring platforms and how do they differ?”Budget-constrained“What is the best mentoring program software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a mentoring program software. What should we look at?”Negative“Which mentoring platforms should I avoid or be cautious about?”
Claude Haiku 4.5Mentorloop, QooperMentorcliQChangedQooperMentorloop, Mentornityno first choiceagainst: Chronus, Mentor.me, Mentortips.com
Two alternatives
Chronus, TogetherThree alternatives
Chronus, Guider, TogetherThree alternatives
Aphinity, PushFar, TogetherGPT-5.4 miniTogetherTogetherHeldChronus, MentorcliQPushFaragainst: MentorcliQno first choicenothing named
Two alternatives
MentorcliQ, MentorloopTwo alternatives
Chronus, MentorcliQFour alternatives
ADPList, MentorCruise, Qooper, TogetherTwo alternatives
Chronus, QooperGemini 3.5 FlashTogetheragainst: MentorcliQTogetherHeldTogetherPushFarno first choiceagainst: Digital Altitude, Ganadores, Online Trading Academy, The Sales Mentor
Three alternatives
Chronus, Mentorloop, QooperThree alternatives
MentorcliQ, Mentorloop, QooperSeven alternatives
ADPList, Chronus, Clarity.fm, GrowthMentor, MentorCruise, MentorcliQ, PlatoFour alternatives
Mentorloop, Mentornity, Qooper, TogetherPerplexity SonarTogetherTogetherHeldagainst: MentorloopChronusMentornityagainst: MentorcliQ, Togetherno first choiceagainst: Chronus, MentorcliQ, Qooper, Together
Three alternatives
MentorcliQ, Mentorloop, QooperTwo alternatives
MentorcliQ, QooperEight alternatives
ADPList, MentorCruise, MentorcliQ, Mentorloop, MicroMentor, Qooper, SCORE, TogetherTwo alternatives
Mentorloop, PushFarGrok 4.20TogetherMentorcliQ, TogetherChangedagainst: PushFarMentorcliQ, TogetherMentornityagainst: ADPList, MentorcliQ, MicroMentor, QooperTogetheragainst: Chronusagainst: Fiverr, Udemy Business, forexmentorpro
Three alternatives
Chronus, MentorcliQ, QooperFour alternatives
Chronus, Mentorloop, Qooper, Ten Thousand CoffeesFive alternatives
ADPList, Chronus, GrowthMentor, MentorCruise, MentorloopTwo alternatives
MentorCity, MentorloopFour alternatives
MentorCity, MentorcliQ, Mentorloop, QooperMistral SmallMentorcliQ, TogetherTogetherChangedno first choicePushFarno first choiceagainst: Chronus, MentorcliQ, Mentorshiphub.ca
Two alternatives
Growthspace, QooperTwo alternatives
Mentorloop, Ten Thousand CoffeesOne alternative
MentorloopDeepSeek V4 FlashTogetherTogetherHeldagainst: Chronus, DisprzChronus, MentorcliQMentorloopagainst: Chronus, Qooper, TogetherTogetheragainst: Mentorloopagainst: Learnbay, Mastrius, Mentor.me, Nova Talent, SkillArbitrage, Speedy Mentors, TopMate.io, TopMentor, Zell Education
Three alternatives
MentorcliQ, Mentorloop, QooperOne alternative
MentorcliQFive alternatives
Mentorloop, Mentornity, PushFar, Qooper, TogetherTwo alternatives
Coaching Loft, PushFarTwo alternatives
MentorcliQ, QooperLlama 4 Maverickno first choiceTogetherChangedno first choiceMentorloopno first choicenothing named
Two alternatives
Mentornity, PushFarQwen 3.7 FlashMentorcliQ, Together Corporate MentorshipTogetherChangedMentorcliQMentorgainno first choiceagainst: Chronus, Clarity.fm, Discord, MentorcliQ, Mentorshiphub.ca
Two alternatives
Disprz, MentorloopTwo alternatives
Chronus, MentorcliQThree alternatives
PushFar, Startup Science, TogetherTwo alternatives
Mentorloop, MentornityKimi K2TogetherMentorcliQ, TogetherChangedno first choiceMentorloopno first choiceagainst: Clarity.fm, InGrade, MentorCruise, Meritshot, Nucamp, Vision Online Inc.
Three alternatives
MentorcliQ, Mentorloop, QooperTwo alternatives
Mentorloop, QooperNine alternatives
Chronus, MentorcliQ, Mentorgain, Mentorloop, Mentorly, PushFar, Qooper, Ten Thousand Coffees, TogetherTwo alternatives
MentorCity, MentornityGLM 4.7 FlashXno first choiceTogetherChangedMentorcliQCoaching Loft, Mentornityno first choiceagainst: SCORE Mentoring, Whop, Wyzant
Three alternatives
MentorcliQ, Mentornity, QooperTen alternatives
ADPList, Chronus, Codementor, GrowthMentor, MentorCruise, Mentorloop, PushFar, Qooper, Together, TopmateThree alternatives
Coachmetrix, Mentorgain, MentorloopMiniMax M2.5MentorcliQ, TogetherDisprz, TogetherChangedno first choiceagainst: TogetherMicroMentorno first choicenothing named
Three alternatives
Chronus, Mentorgain, MentorloopTwo alternatives
MentorCity, MentorcliQSeven alternatives
Chronus, GrowthMentor, MentorCruise, MentorcliQ, Mentorloop, PushFar, SCOREThree alternatives
Mentorgain, Mentorloop, MentornityGPT-6 LunaTogetherTogetherHeldno first choiceMentornityno first choicenothing named
Three alternatives
MentorcliQ, Mentorloop, QooperTwo alternatives
Chronus, MentorcliQSeven alternatives
ADPList, Chronus, MentorCruise, MentorcliQ, Mentorloop, Qooper, TogetherTwo alternatives
Mentorloop, TogetherMuse Glimmer 30BTogetherTogetherHeldagainst: Chronus, MentorcliQ, QooperADPList, Chronus, MentorcliQagainst: TogetherMentornityagainst: MentorcliQMentorgain, PushFaragainst: Chronus, MentorcliQagainst: Byju's Learning App, MyCaptain, SkillArbitrage, Speedy Mentors, Unacademy
Four alternatives
Growthspace, MentorcliQ, Mentorloop, Ten Thousand CoffeesTwo alternatives
Mentorloop, Ten Thousand CoffeesFive alternatives
GrowthMentor, MentorCruise, Mentorloop, Qooper, Ten Thousand CoffeesTwo alternatives
Mentorloop, PushFarThree alternatives
Disprz, Growthspace, 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.
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 09:44 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:58 | 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 10:12 | yes | 10 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:40 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 10 | 35 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:39 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:30 | yes | 21 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:16 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:39 | yes | 5 | 16 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:23 | yes | 18 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:41 | yes | 25 | 161 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:31 | yes | 10 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:54 | yes | 4 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:51 | yes | 9 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:01 | yes | 18 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:02 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:42 | yes | 6 | 17 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:30 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 5 | 34 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:16 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:45 | yes | 24 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:25 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:20 | yes | 10 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:18 | yes | 10 | 34 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:19 | yes | 15 | 79 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:07 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:30 | yes | 4 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:22 | yes | 12 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:50 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:41 | yes | 5 | 7 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 11:42 | yes | 10 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:45 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 9 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:43 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:41 | yes | 25 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:21 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:53 | yes | 10 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:47 | yes | 17 | 44 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:51 | yes | 17 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:51 | yes | 23 | 55 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:47 | yes | 7 | 25 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:57 | yes | 15 | 28 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:48 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:53 | yes | 2 | 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 10:56 | yes | 7 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:54 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 15 | 35 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:17 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:56 | yes | 24 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:12 | yes | 6 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:55 | yes | 19 | 50 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:46 | yes | 15 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:40 | yes | 13 | 22 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:12 | yes | 8 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:37 | yes | 3 | 21 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:57 | yes | 10 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:09 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:58 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:17 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:19 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:32 | yes | 14 | 44 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:31 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:53 | yes | 23 | 60 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:02 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:50 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:26 | yes | 20 | 29 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:24 | yes | 25 | 60 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:56 | no | 0 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:22 | yes | 4 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:42 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:55 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:00 | no | 0 | 3 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 09:35 | yes | 11 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:36 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 14 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:01 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:13 | yes | 23 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:35 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:23 | yes | 10 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:54 | yes | 24 | 61 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:52 | yes | 15 | 40 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:51 | no | 0 | 17 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:36 | no | 0 | 4 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:12 | yes | 15 | 23 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
Absorb Software
Aphinity
Byju's Learning App
DIY Approach
Ganadores
InGrade
Mastrius
MentorPass
Mentortips.com
Nova Talent
Nucamp
Open Mentoring
OpenMentor
Preplaced
Startup Science
Superpeer
The Sales Mentor
TopMate.io
TopMentor
Unacademy
Wyzant (Tutoring/Mentoring)
Zell Education
forexmentorpro
Discontinued, still offered
No shut-down product was recommended here.