Mentoring software for small business buyers
Asked as “mentoring program software”, and as “employee mentoring platform”, on behalf of a small B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
44%
Clear leader
44Mentorloop15Mentornity14Together27others
44% of first choices, clear leader.
Since October 2026▲+7Since October 2026: 37% → 44%, +7 points. Inside the 13-point floor: within noise.Mentorloop held the lead, +7 points on 37%, inside the 13-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
Mentorloop44%Clear leader▲+7Since October 2026: 37% → 44%, +7 points. Inside the 13-point floor: within noise.This pageMid-market
Together47%Clear leader▲+19Since October 2026: 28% → 47%, +19 points. Past the 13-point floor: movement.Standing →EnterpriseTogether38%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.This pageMid-marketTogether47%Clear leader▲+19Since October 2026: 28% → 47%, +19 points. Past the 13-point floor: movement.Standing →EnterpriseTogether38%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Mentorloop44%2%54endorsed leader▲+7Since October 2026: 37% → 44%, +7 points. Inside the 13-point floor: within noise.37% → 44%
Mentorloop44%2%54endorsed leader▲+7Since October 2026: 37% → 44%, +7 points. Inside the 13-point floor: within noise.37% → 44%02
Mentornity15%0%28accepted challenger▲+11Since October 2026: 4% → 15%, +11 points. Inside the 13-point floor: within noise.4% → 15%
Mentornity15%0%28accepted challenger▲+11Since October 2026: 4% → 15%, +11 points. Inside the 13-point floor: within noise.4% → 15%03Together14%44%43criticized challenger▲+8Since October 2026: 6% → 14%, +8 points. Inside the 13-point floor: within noise.6% → 14%
Together14%44%43criticized challenger▲+8Since October 2026: 6% → 14%, +8 points. Inside the 13-point floor: within noise.6% → 14%04
PushFar7%7%42accepted challenger▼−12Since October 2026: 19% → 7%, −12 points. Inside the 13-point floor: within noise.19% → 7%
PushFar7%7%42accepted challenger▼−12Since October 2026: 19% → 7%, −12 points. Inside the 13-point floor: within noise.19% → 7%05
Chronus3%59%22criticized challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 13-point floor: within noise.0% → 3%
Chronus3%59%22criticized challenger▲+3Since October 2026: 0% → 3%, +3 points. Inside the 13-point floor: within noise.0% → 3%06
MentorcliQ2%72%39criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%
MentorcliQ2%72%39criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise.4% → 2%Show the four products at 0%, ordered by negative rate
10
Qooper0%44%27criticized challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 13-point floor: within noise.8% → 0%
Qooper0%44%27criticized challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 13-point floor: within noise.8% → 0%09
SCORE0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
SCORE0%27%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%08
MentorCity0%16%19accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 13-point floor: within noise.8% → 0%
MentorCity0%16%19accepted challenger▼−8Since October 2026: 8% → 0%, −8 points. Inside the 13-point floor: within noise.8% → 0%07
Mentorgain0%5%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Mentorgain0%5%22accepted 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Mentorloop44%
Mentorloop44%02Mentornity15%
Mentornity15%03Together14%
Together14%04PushFar7%
PushFar7%05Chronus3%
Chronus3%06MentorcliQ2%
MentorcliQ2%07Mentorgain0%
Mentorgain0%08MentorCity0%
MentorCity0%09SCORE0%
SCORE0%10Qooper0%
Qooper0%What they warned about
Five 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, Qwen 3.7 Flash, GLM 4.7 FlashX, 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.
MentorcliQ72%
28 of 39 labels negative · 9 of 14 models · 4 hard negative
“Avoid enterprise platforms (Together, MentorcliQ) — their entry tiers start at $9,900–$10,000/year, which is overkill for 30 people.” Kimi K2, scale prompt
Together44%
19 of 43 labels negative · 9 of 14 models · 4 hard negative
“Avoid enterprise platforms (Together, MentorcliQ) — their entry tiers start at $9,900–$10,000/year, which is overkill for 30 people.” Kimi K2, scale prompt
Chronus59%
13 of 22 labels negative · 8 of 14 models · 1 hard negative
“Chronus (similar high-end pricing and scale)” Grok 4.20, comparative prompt
Qooper44%
12 of 27 labels negative · 6 of 14 models · 2 hard negative
“Qooper — starts at $10,000/year ... likely overkill for a small company” DeepSeek V4 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
76 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. 894 links across 128 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.
vendor site · FirstHR40 answers · 40 citations · 12 models
39 answers · 63 citations · 12 models
37 answers · 52 citations · 11 models
vendor site · G236 answers · 63 citations · 12 models
36 answers · 62 citations · 11 models
31 answers · 60 citations · 10 models
vendor site · Mentornity23 answers · 32 citations · 11 models
vendor site · Mentorloop21 answers · 37 citations · 10 models
19 answers · 19 citations · 11 models
vendor site · Brancher18 answers · 18 citations · 10 models
vendor site · GrowthMentor15 answers · 16 citations · 7 models
vendor site · Qooper14 answers · 20 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
40 answers · 12 models
33 answers · 10 models
32 answers · 11 models
30 answers · 10 models
26 answers · 10 models
20 answers · 10 models
19 answers · 11 models
16 answers · 10 models
15 answers · 8 models
14 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Mentorloop mentorloop.com | 44% | 118 | 260 | 3 | 32,289 | 1 | 1 |
| Mentornity mentornity.com | 15% | 53 | 70 | 2 | 368 | ||
| Together togetherplatform.com | 14% | 179 | 165,000 | 1,119,610 | 37,952 | 0 | 3 |
| PushFar pushfar.com | 7% | 78 | 90 | 3 | 2,521 | ||
| Chronus chronus.com | 3% | 116 | 4,400 | 21 | 63,354 | 7 | 5 |
| Satori | 2% | ||||||
| Mentorink mentorink.com | 2% | 17 | |||||
| GrowthMentor growthmentor.com | 2% | 18 | 590 | 0 | 12,877 | 0 | 8 |
| EZRA helloezra.com | 2% | 61 | 40,500 | 21,455 | 6,066 | 10 | |
| Mentorly mentorly.com | 2% | 14 |
Google's top ten for the three searches hold 16 sites; 3 of them are among the sites the models cited here (growthmentor.com, mentorloop.com, qooper.io). 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 4.5Mentorloop, PushFaragainst: MentorcliQMentorloopChangedMentorloopMentorloopagainst: MicroMentor, SCOREno first choicenothing named
Two alternatives
MentorCity, QooperThree alternatives
Mentorgain, PushFar, QooperTwo alternatives
GrowthMentor, PushFarTwo alternatives
MentorCity, PushFarGPT-5.4 miniMentorloopagainst: ChronusChronusChangedMentorloopagainst: PushFarMentorloopno first choiceagainst: MentorMate, MentorShow, Mentorbox, ProjectPro.io, Speedy Mentors
One alternative
QooperTwo alternatives
MentorcliQ, QooperThree alternatives
Chronus, GrowthMentor, QooperTwo alternatives
Qooper, TogetherGemini 3.5 FlashMentorloopagainst: Chronus, MentorcliQTogetherChangedagainst: Chronus, MentorcliQTogetherMentornityagainst: Chronus, MentorcliQDonut, Togetheragainst: Chronus, MentorcliQagainst: Chronus, MentorcliQ, Together
Three alternatives
PushFar, Qooper, TogetherFour alternatives
MentorStack, Mentorloop, PushFar, QooperFive alternatives
ADPList, GrowthMentor, Mentorloop, Mentornity, PushFarThree alternatives
Mentorloop, PushFar, TogetherThree alternatives
MentorCity, Mentorloop, PushFarPerplexity SonarMentorloopagainst: MentorcliQ, TogetherMentorloopHeldagainst: MentorcliQ, QooperMentorloopMentorloopagainst: MentorcliQ, Qooperno first choiceagainst: ADPList, Chronus, MentorCruise, MentorcliQ, Qooper, Together
Two alternatives
Mentorgain, MentornityOne alternative
MentornityFive alternatives
GroupApp, GrowthMentor, MentorCruise, Mentornity, PushFarThree alternatives
Coaching Loft, Mentornity, PushFarGrok 4.20Mentorloopagainst: Qooper, Slack, Together, TrelloTogetherChangedagainst: MentorCity, MentorcliQ, PushFar, QooperMentorloopagainst: Chronus, Guider, TogetherMentornityagainst: MentorcliQ, Togetherno first choiceagainst: Automators AI, Dan Martell's SaaS Academy, Lurn, TribeFIT
Three alternatives
MentorCity, Mentorink, PushFarOne alternative
MentorloopThree alternatives
MentorCity, MentorcliQ, QooperThree alternatives
Google Workspace or Microsoft 365 tools, Mentorgain, PushFarMistral SmallMentorcliQ, Mentorloop Mentoring Software, TogetherTogetherChangedMentorloop, Mentornity, PushFaragainst: TogetherMentorloop, Mentornityno first choiceagainst: Startup Lanes
Two alternatives
Mentor Scout, PushFarOne alternative
PushFarThree alternatives
EZRA, RQ Mentorship, SatoriTwo alternatives
MentorCity, PushFarDeepSeek V4 FlashMentorloopagainst: MentorcliQMentorloopHeldagainst: MentorcliQ, Qooper, TogetherMentorloopagainst: Chronus, TogetherMentorloopagainst: MentorcliQ, Qooper, TogetherMentornityagainst: MentorcliQ, Qooperagainst: Automators, AI / Empire Ecommerce / Onyx Distribution, GrowthMentor, Lurn, Mentor.me, MentorCruise
Two alternatives
PushFar, QooperTwo alternatives
Mentorgain, PushFarThree alternatives
MentorCity, PushFar, QooperFour alternatives
MentorCity, Mentoring Complete, Mentornity, PushFarThree alternatives
Mentorloop, PushFar, TogetherLlama 4 MaverickTogetherTogetherHeldagainst: ChronusMentornity, PushFarEZRA, Mentorloop, Satorino first choiceagainst: Startup Lanes
Three alternatives
MentorcliQ, PeopleGrove, RQ MentorshipOne alternative
MentornityTwo alternatives
MentorCity, MentorloopThree alternatives
Mentorgain, Mentornity, PushFarQwen 3.7 FlashTandem, Togetheragainst: LoomioMentorloopChangedMentorloopCoaching Loft, Mentornityagainst: MentorCity, MentorloopChronusagainst: Mentoring Podagainst: Clarity.fm, Facebook Groups, JustAnswer, LinkedIn, Meetup, MentorCruise
One alternative
VocoWorksOne alternative
TogetherThree alternatives
Chronus, EZRA, SatoriTwo alternatives
Lattice, MentorloopKimi K2Mentorloopagainst: MentorcliQ, PushFar, Qooper, TogetherMentorloopHeldagainst: MentorcliQ, SCOREMentorloop, PushFaragainst: Qooper, TogetherMentornityagainst: MentorCity, MentorcliQ, TogetherMentorloopagainst: MentorcliQ, Togetheragainst: Automators AI, MyCaptain, SCORE, Speedy Mentors
Two alternatives
Mentorgain, MentornityTwo alternatives
MentorCity, TogetherThree alternatives
MentorCity, MentorcliQ, MentorgainThree alternatives
Coaching Loft, Mentorloop, SatoriThree alternatives
Mentorgain, Mentorink, PushFarGLM 4.7 FlashXMentorloopGrowthMentor, MentorlyChangedagainst: TogetherMentorloop, Mentorlyagainst: MentorcliQPushFaragainst: MentorcliQno first choiceagainst: Lurn, Speedy Mentors
Three alternatives
Mentorgain, Mentorly, QooperOne alternative
MentorcliQThree alternatives
Mentorgain, Mentornity, PushFarTwo alternatives
Mentorloop, MicroMentorMiniMax M2.5Mentorloopagainst: Chronus, Qooper, TogetherMentorloopHeldMentorloopPushFarno first choiceagainst: Automators AI, Lurn, Mentor.me, fbamentor.co.uk, speedymentors.com
Two alternatives
Mentorink, PushFarThree alternatives
MentorcliQ, PushFar, TogetherFive alternatives
Chronus, Mentorgain, Mentornity, PushFar, TogetherThree alternatives
MentorCity, Mentorgain, MentorloopGPT-6 LunaMentorloopagainst: MentorcliQMentornityChangedMentornityMentornityno first choiceagainst: Lurn
One alternative
TogetherOne alternative
MentorloopThree alternatives
Mentorgain, Mentorloop, PushFarOne alternative
MentorloopMuse Glimmer 30BMentorink, Mentorloop, Mentornity, PushFaragainst: Chronus, MentorcliQ, TogetherMentorloopChangedagainst: MentorcliQ, TogetherMentorgain, Mentornity, PushFaragainst: Chronus, MentorcliQ, QooperMentorloopagainst: MentorcliQno first choiceagainst: HelpBnk UK Ltd., MentorCruise, MentorcliQ, Mentorgain, Together
One alternative
MentorgainTwo alternatives
Mentorgain, PushFarOne alternative
MentorloopFour alternatives
Mentorgain, Mentornity, PushFar, SatoriBold 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 12:27 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:19 | yes | 1 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:48 | yes | 13 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:03 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 24 | 36 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:39 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:11 | yes | 23 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:01 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:37 | no | 0 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:45 | yes | 16 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:28 | yes | 13 | 18 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:49 | yes | 14 | 49 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:29 | yes | 4 | 17 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:51 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:42 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:03 | no | 0 | 2 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 12:46 | yes | 12 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:46 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 5 | 30 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:06 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:41 | yes | 20 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:26 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:24 | yes | 25 | 62 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:08 | yes | 21 | 76 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:57 | yes | 23 | 51 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:54 | yes | 10 | 49 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:37 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:25 | yes | 21 | 32 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:07 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:42 | 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 11:29 | yes | 7 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:10 | yes | 10 | 4 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 13 | 39 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:31 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:11 | yes | 21 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:16 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:02 | yes | 22 | 63 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:25 | yes | 14 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:10 | yes | 17 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:47 | yes | 5 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:48 | yes | 5 | 12 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:46 | yes | 13 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:06 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:33 | yes | 3 | 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 09:04 | yes | 9 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:24 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 23 | 33 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:17 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:09 | yes | 22 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:27 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:44 | yes | 10 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:40 | yes | 19 | 62 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:04 | yes | 21 | 23 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:03 | yes | 9 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:35 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:49 | yes | 18 | 31 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:26 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:47 | no | 0 | 5 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 10:03 | yes | 6 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:18 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 5 | 34 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:48 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:23 | yes | 21 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:32 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:33 | yes | 5 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:08 | yes | 19 | 50 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:16 | no | 0 | 10 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:39 | yes | 5 | 34 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:21 | yes | 1 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:29 | yes | 15 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:33 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:51 | yes | 6 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:53 | no | 0 | 15 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:33 | yes | 10 | 3 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:13 | yes | 15 | 34 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:28 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:22 | yes | 24 | 33 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:39 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:25 | no | 0 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:12 | yes | 19 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:47 | yes | 14 | 35 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:57 | yes | 21 | 78 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:57 | yes | 3 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:59 | yes | 24 | 30 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
Dan Martell's SaaS Academy
Dojo
Google Workspace or Microsoft 365 tools
HelpBnk UK Ltd.
Ican
JustAnswer
Loomio
Mandell
Meetup
Mentessa
MentorMate
Mentorbox
Mentoring Pod
ProjectPro.io
SCORE.org
Spark Mentoring
Techstars
Trello or Notion
VocoWorks
Y Combinator
Your local Small Business Development Center (SBDC)
fbamentor.co.uk
speedymentors.com
Discontinued, still offered
No shut-down product was recommended here.