Mentoring software for enterprise buyers
Asked as “mentoring program software”, and as “employee mentoring platform”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
38%
Contested · MentorcliQ 32%
38Together32MentorcliQ13Qooper17others
38% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Together (38%) replaces MentorcliQ (29% then, 32% now), 6 points clear, inside the 13-point floor.Together leads at 38%, replacing MentorcliQ, which led at 29% and stands at 32% now: 6 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
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.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.This page
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.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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Together38%8%65endorsed leader▲+20Since October 2026: 18% → 38%, +20 points. Past the 13-point floor: movement.18% → 38%
Together38%8%65endorsed leader▲+20Since October 2026: 18% → 38%, +20 points. Past the 13-point floor: movement.18% → 38%02
MentorcliQ32%10%70endorsed leader▲+3Since October 2026: 29% → 32%, +3 points. Inside the 13-point floor: within noise.29% → 32%
MentorcliQ32%10%70endorsed leader▲+3Since October 2026: 29% → 32%, +3 points. Inside the 13-point floor: within noise.29% → 32%03
Qooper13%8%59accepted challenger▼−12Since October 2026: 25% → 13%, −12 points. Inside the 13-point floor: within noise.25% → 13%
Qooper13%8%59accepted challenger▼−12Since October 2026: 25% → 13%, −12 points. Inside the 13-point floor: within noise.25% → 13%04
Chronus11%11%56accepted challenger▼−4Since October 2026: 15% → 11%, −4 points. Inside the 13-point floor: within noise.15% → 11%
Chronus11%11%56accepted challenger▼−4Since October 2026: 15% → 11%, −4 points. Inside the 13-point floor: within noise.15% → 11%Show the three products at 0%, ordered by negative rate
07Mentorloop0%41%17criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%
Mentorloop0%41%17criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 13-point floor: within noise.2% → 0%05Guider0%6%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
06
Ten Thousand Coffees0%6%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise.0% → 0%
Ten Thousand Coffees0%6%16accepted 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
01020304G05
0607Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Together38%
Together38%02MentorcliQ32%
MentorcliQ32%03Qooper13%
Qooper13%04Chronus11%
Chronus11%05Guider0%
06Ten Thousand Coffees0%
Ten Thousand Coffees0%07Mentorloop0%
Mentorloop0%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, Perplexity Sonar, Grok 4.20, 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.
Mentorloop41%
7 of 17 labels negative · 6 of 14 models · 1 hard negative
“entry-level tiers of Mentorloop ... these tools struggle with enterprise complexity” Gemini 3.5 Flash, negative prompt
MentorcliQ10%
7 of 70 labels negative · 6 of 14 models
“Why to be cautious: Despite its popularity for scalability and Employee Resource Groups (ERG) management, frequent reviews highlight significant operational hurdles.” Qwen 3.7 Flash, negative prompt
PushFar88%
7 of 8 labels negative · 5 of 14 models · 1 hard negative
“Lightweight / Small Business (SMB) Mentoring Tools ... Why to avoid/be cautious” Gemini 3.5 Flash, negative prompt
Chronus11%
6 of 56 labels negative · 5 of 14 models
“SOC 2: — for Chronus, — for MentorcliQ, ✓ Yes for Qooper ... Chronus and MentorcliQ are positioned as stronger alternatives when ISO 27001 or public-sector hosting is a hard requirement.” Muse Glimmer 30B, 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
81 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. 940 links across 122 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 · Qooper50 answers · 146 citations · 13 models
vendor site · G245 answers · 76 citations · 13 models
33 answers · 52 citations · 9 models
32 answers · 62 citations · 9 models
vendor site · MentorcliQ32 answers · 50 citations · 12 models
29 answers · 40 citations · 11 models
vendor site · Brancher27 answers · 31 citations · 11 models
26 answers · 34 citations · 13 models
vendor site · MentorCity20 answers · 27 citations · 12 models
vendor site · Chronus20 answers · 26 citations · 6 models
vendor site · Mentornity16 answers · 17 citations · 8 models
vendor site · Mentorly13 answers · 15 citations · 8 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.
38 answers · 12 models
21 answers · 9 models
20 answers · 9 models
20 answers · 9 models
20 answers · 10 models
20 answers · 10 models
13 answers · 4 models
13 answers · 7 models
12 answers · 8 models
11 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 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 | 38% | 179 | 165,000 | 1,119,610 | 37,952 | 0 | 3 | |
| MentorcliQ mentorcliq.com | 32% | 175 | 880 | 4 | 164,583 | $124 | 17 | 8 |
| Qooper qooper.io | 13% | 124 | 720 | 0 | 144,826 | $318 | 4 | 1 |
| Chronus chronus.com | 11% | 116 | 4,400 | 21 | 63,354 | 7 | 5 | |
| Mentorly mentorly.com | 4% | 14 | ||||||
| PLD Mentoring Platform pldmentoring.com | 2% | 3 | ||||||
| Guider guider-ai.com | 0% | 25 | 880 | 65 | 2,293 | |||
| Ten Thousand Coffees tenthousandcoffees.com | 0% | 28 | 40,500 | 35 | 4,787 | 0 | ||
| Mentorloop Mentoring Software | 0% | |||||||
| Growthspace growthspace.com | 0% | 71 | 390 | 11 | 44,789 | 0 |
Google's top ten for the three searches hold 16 sites; 4 of them are among the sites the models cited here (chronus.com, mentorcliq.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 an enterprise B2B company?”Paraphrase“Which employee mentoring platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade mentoring platforms and how do they differ?”Budget-constrained“What is the best mentoring program software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a mentoring program software. What should we look at?”Negative“Which mentoring platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5MentorcliQQooperChangedno first choiceQooperno first choicenothing named
Three alternatives
Chronus, Qooper, TogetherTwo alternatives
Chronus, MentorcliQTwo alternatives
Chronus, MentorcliQGPT-5.4 miniTogetherChronusChangedChronus, MentorcliQagainst: TogetherChronusno first choiceagainst: ADPList, MentorCruise, Mentorink
Three alternatives
Chronus, MentorcliQ, QooperTwo alternatives
MentorcliQ, TogetherOne alternative
MentorcliQGemini 3.5 FlashTogetherMentorcliQChangedMentorcliQMentorcliQTogetheragainst: ADPList, Airtable, Google Sheets, GrowthMentor, MentorCruise, Mentorloop, Mentornity, PushFar, SharePoint
Four alternatives
Chronus, MentorcliQ, Qooper, Ten Thousand CoffeesThree alternatives
Chronus, Qooper, TogetherFive alternatives
Chronus, Guider, Qooper, Ten Thousand Coffees, TogetherThree alternatives
Chronus, Qooper, TogetherThree alternatives
Chronus, MentorcliQ, QooperPerplexity SonarTogetherQooperChangedChronusMentorcliQagainst: Chronus, Qooperno first choiceagainst: ADPList, MentorCity, MentorCruise, Mentorink, Mentorloop, PushFar
Two alternatives
MentorcliQ, QooperThree alternatives
Chronus, MentorcliQ, TogetherSix alternatives
Guider, MentorcliQ, Mentorloop, Qooper, Ten Thousand Coffees, TogetherOne alternative
TogetherGrok 4.20Togetheragainst: Mentorloop, PushFarMentorcliQ, TogetherChangedagainst: LinkedIn Learning, Microsoft Vivano first choiceagainst: PushFarMentorcliQMentorcliQagainst: MentorCity, Mentorloop, PushFar
Three alternatives
Chronus, MentorcliQ, QooperThree alternatives
Chronus, Plato, QooperFour alternatives
Chronus, MentorcliQ, Qooper, TogetherTwo alternatives
Chronus, QooperThree alternatives
Chronus, Qooper, TogetherMistral SmallTogetherTogetherHeldMentorcliQMentorcliQagainst: Chronus, Qooper, Togetherno first choiceagainst: Mentorloop, Mentornity, PushFar
Two alternatives
MentorcliQ, QooperOne alternative
MentorcliQFour alternatives
Chronus, Mentorloop, Qooper, TogetherDeepSeek V4 FlashMentorcliQ, TogetherTogetherChangedagainst: Mentorloop, Mentornity, PushFar, Ten Thousand CoffeesQooperagainst: GuiderPLD Mentoring Platformno first choiceagainst: Chronus, MentorcliQ, Qooper, Together
Two alternatives
Chronus, QooperTwo alternatives
Chronus, MentorcliQFive alternatives
Chronus, MentorcliQ, Mentorloop, Ten Thousand Coffees, TogetherThree alternatives
Guider, MentorcliQ, TogetherLlama 4 MaverickTogetherQooperChangedQooperChronus, MentorcliQ, QooperMentorlyagainst: Chronus, MentorcliQ, Qooper, Together
Three alternatives
MentorcliQ, Mentorloop Mentoring Software, QooperTwo alternatives
Mentornity, TogetherThree alternatives
MentorcliQ, Qooper, TogetherQwen 3.7 FlashMentorcliQMentorcliQ, TogetherChangedMentiferaTogetherno first choiceagainst: MentorcliQ, Together
Three alternatives
Humanly, Together, VWO MentorsTwo alternatives
Chronus, GuiderFour alternatives
BetterUp, Continuum, Givw, TogetherOne alternative
MentorcliQKimi K2TogetherQooperChangedTogetherTogetheragainst: MentorcliQno first choicenothing named
Two alternatives
Chronus, MentorcliQThree alternatives
Chronus, MentorcliQ, TogetherFive alternatives
Chronus, Growthspace, MentorcliQ, Qooper, Ten Thousand CoffeesOne alternative
QooperGLM 4.7 FlashXTogetherMentorcliQChangedQooperMentorcliQno first choiceagainst: MentorCloud, MentorcliQ, Mentorloop, Mentornity
Three alternatives
Chronus, MentorcliQ, QooperThree alternatives
Mentorloop, Mentorly, QooperFour alternatives
Chronus, MentorcliQ, Ten Thousand Coffees, TogetherTwo alternatives
PLD Mentoring Platform, QooperMiniMax M2.5MentorcliQ, TogetherChronus, MentorcliQChangedMentorcliQChronus, Togetherno first choiceagainst: BetterUp
One alternative
PeopleGroveThree alternatives
Guider, Qooper, TogetherFour alternatives
Chronus, Guider, MentorCity, TogetherTwo alternatives
MentorcliQ, MentorlyGPT-6 LunaTogetherMentorcliQChangedTogetherMentorlyno first choiceagainst: ADPList, MentorCruise, Mentorink, Qooper
Three alternatives
Chronus, MentorcliQ, QooperTwo alternatives
Chronus, TogetherFive alternatives
Chronus, Guider, MentorcliQ, Mentorloop, QooperTwo alternatives
MentorcliQ, TogetherMuse Glimmer 30BChronusQooperChangedMentorcliQ, Qooper, TogetherTogetheragainst: Chronus, MentorcliQno first choiceagainst: Chronus, Mentor Scout, MentorcliQ
Three alternatives
MentorcliQ, Qooper, TogetherTwo alternatives
Chronus, MentorcliQTwo alternatives
Chronus Mentoring, Mentorloop Mentoring SoftwareBold 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 10:16 | yes | 10 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:09 | 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 09:34 | yes | 10 | 17 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:41 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:03 | yes | 13 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:56 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:39 | yes | 22 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:30 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:18 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:50 | yes | 20 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:28 | yes | 22 | 69 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:50 | yes | 10 | 39 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:13 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:53 | yes | 14 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:04 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:28 | yes | 5 | 7 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 10:15 | yes | 9 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:11 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 28 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:34 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:31 | yes | 19 | 26 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:55 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:37 | yes | 5 | 12 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:31 | yes | 18 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:42 | yes | 12 | 54 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:04 | yes | 5 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:51 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:19 | yes | 13 | 16 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:42 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:54 | yes | 4 | 8 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 12:58 | yes | 8 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:45 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:24 | yes | 15 | 32 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:15 | yes | 9 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:27 | yes | 24 | 34 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:42 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:16 | no | 0 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:20 | yes | 19 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:54 | yes | 25 | 156 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:17 | yes | 25 | 95 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:03 | yes | 7 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:50 | yes | 13 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:31 | yes | 16 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:19 | 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 12:35 | yes | 9 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:28 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 20 | 32 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:30 | yes | 5 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:49 | yes | 10 | 15 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:47 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:28 | yes | 25 | 66 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:01 | yes | 20 | 47 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:38 | yes | 25 | 123 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:16 | yes | 9 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:55 | yes | 2 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:41 | yes | 17 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:34 | yes | 16 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:57 | yes | 5 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:48 | yes | 7 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:54 | yes | 10 | 9 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 10 | 32 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:18 | no | 0 | 11 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:40 | yes | 21 | 35 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:28 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:49 | yes | 5 | 34 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:12 | yes | 14 | 26 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:50 | yes | 10 | 46 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:45 | yes | 5 | 53 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:45 | yes | 3 | 22 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:02 | yes | 12 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:10 | yes | 9 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:42 | yes | 2 | 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 11:10 | yes | 9 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:18 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 15 | 42 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:49 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:34 | yes | 25 | 36 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:49 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:05 | yes | 24 | 90 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:54 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:33 | yes | 19 | 216 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:46 | yes | 25 | 63 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:27 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:22 | yes | 21 | 37 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
Continuum
Deela
Everwise
Givw
Oracle Work Life Solutions
PLD
RandomCoffee
Shadowinner
VWO Mentors
Discontinued, still offered
No shut-down product was recommended here.