HR AI Index
September 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Learning and development › Mentoring software › Enterprise › September 2026 Edition

Mentoring software for enterprise buyers

Asked as “mentoring program software”, and as “employee mentoring platform”, on behalf of an enterprise B2B company. 45 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing
Qooper
Contested
29% of first choices, contested.
ShowinginAll 50 categories in the September 2026 Edition →

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 businessPushFar39%ContestedStanding →Mid-marketTogether37%ContestedStanding →EnterpriseQooper29%ContestedThis page

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
01Qooper29%4%53accepted challenger
02MentorcliQ27%10%59accepted challenger
03Together27%11%55accepted challenger
04Chronus9%13%60accepted challenger
Show the three products at 0%, ordered by negative rate
07Mentorloop0%23%22accepted challenger
05Ten Thousand Coffees0%12%25accepted challenger
06Guider0%0%12accepted challenger
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.
Head to head
Together vs MentorloopTogether vs MentorgainMentorloop vs Mentorgain

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 →
01
02
03
04
05
06
07
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Qooper29%
02MentorcliQ27%
03Together27%
04Chronus9%
05Ten Thousand Coffees0%
06Guider0%
07Mentorloop0%

02What they warned about

Four of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, Qwen 3.7 Flash, 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.
Chronus
13%
8 of 60 labels negative · 5 of 12 models · 1 hard negative
“What to Avoid: Custom-Quote Vendors ... **Chronus:** Uses custom enterprise quotes.” GLM 4.7 FlashX, budget prompt
MentorcliQ
10%
6 of 59 labels negative · 5 of 12 models · 1 hard negative
“you should avoid vendors that rely entirely on custom quotes ... **MentorcliQ:** Uses custom enterprise quotes.” GLM 4.7 FlashX, budget prompt
Mentorloop
23%
5 of 22 labels negative · 5 of 12 models
“often praised for being easy to deploy for mid-sized companies but may lack the deep administrative controls of the five above” DeepSeek V4 Flash, comparative prompt
Together
11%
6 of 55 labels negative · 5 of 12 models
“Mid-Market and "Quick-Launch" Platforms (High Caution / Check Constraints)... Together Platform (now part of Absorb LMS)” Gemini 3.5 Flash, negative prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

68 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 899 links across 94 sites, every framing counted. Ranked by the number of answers carrying the site or page.

qooper.io
vendor site · Qooper54 answers · 194 citations · 11 models
chronus.com
vendor site · Chronus43 answers · 61 citations · 11 models
brancher.com.au
vendor site · Brancher41 answers · 46 citations · 10 models
mentorcliq.com
vendor site · MentorcliQ37 answers · 72 citations · 11 models
mentorcity.com
vendor site · MentorCity36 answers · 41 citations · 10 models
togetherplatform.com
35 answers · 49 citations · 11 models
gartner.com
vendor site · Gartner32 answers · 32 citations · 11 models
mentorgain.com
vendor site · Mentorgain29 answers · 46 citations · 10 models
guideflow.com
vendor site · Guideflow22 answers · 27 citations · 9 models
g2.com
16 answers · 45 citations · 8 models
softwareadvice.com
15 answers · 21 citations · 8 models
capterra.com
13 answers · 27 citations · 6 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.

qooper.io/blog/best-enterprise-mentoring-software
37 answers · 11 models
brancher.com.au/blog/best-mentoring-software
36 answers · 10 models
qooper.io/blog/mentoring-platforms-for-large-companies-and-global-organizat…
36 answers · 10 models
chronus.com/blog/top-mentoring-platforms
34 answers · 11 models
mentorcity.com/best-enterprise-mentoring-software
33 answers · 10 models
gartner.com/reviews/market/mentoring-software
32 answers · 11 models
mentorgain.com/blog/best-mentorship-software-for-companies
22 answers · 9 models
mentorcliq.com/insights/enterprise-mentoring-software-options-for-large-org…
17 answers · 9 models
guideflow.com/blog/mentoring-software
15 answers · 8 models
togetherplatform.com/
13 answers · 7 models

04How 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.
ModelDirect“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 4.5MentorcliQ
Three alternativesChronus, Qooper, Together
QooperChanged
Three alternativesChronus, MentorcliQ, Ten Thousand Coffees
Qooper
Three alternativesChronus, MentorcliQ, Together
against: MentorloopMentorfy
Two alternativesMentorcliQ, Mentorloop
no first choicenothing named
GPT-5.4 miniMentorcliQ, Together
Two alternativesChronus, Qooper
MentorcliQChanged
One alternativeChronus
MentorcliQ
Five alternativesChronus, Guider, Mentorloop, Qooper, Together
MentorcliQ
One alternativeChronus
no first choicenothing named
Gemini 3.5 FlashMentorcliQ
Four alternativesChronus, Qooper, Ten Thousand Coffees, Together
ChronusChanged
Three alternativesMentorcliQ, Qooper, Together
Together
Four alternativesChronus, MentorcliQ, Qooper, Ten Thousand Coffees
Together
Four alternativesChronus, MentorcliQ, Mentorloop, PLD Mentoring Platform
Chronus
Three alternativesMentorcliQ, Qooper, Together
against: ADPList, Art of Mentoring, GrowthMentor, MentorCity, MentorCruise, Mentorloop, Mentornity, PushFar, SAP SuccessFactors mentoring, Together, Workday Mentoring
Perplexity SonarQooper
Two alternativesMentorcliQ, Together
QooperHeld
Three alternativesChronus, MentorcliQ, Together
Chronus, MentorcliQ
Three alternativesQooper, Ten Thousand Coffees, Together
against: MentorCloud, Mentorloop, PushFarTogether
One alternativeQooper
against: Chronus, MentorcliQno first choiceagainst: ADPList, MentorCruise
Grok 4.1 FastMentorcliQ, Together
Two alternativesChronus, Qooper
MentorcliQChanged
Three alternativesChronus, Qooper, Together
against: Mentorloop, Ten Thousand CoffeesQooper
Four alternativesChronus, MentorcliQ, Ten Thousand Coffees, Together
Qooper
Three alternativesMentorcliQ, Mentorgain, Together
against: Brancher, ChronusQooper
Two alternativesChronus, MentorcliQ
against: Art of Mentoring, Chronus, MentorcliQ, Mentornity, Ten Thousand Coffees, Together
Mistral SmallQooper, Together
One alternativeMentoring Complete
Chronus, TogetherChanged
Two alternativesMentorcliQ, Qooper
Chronus
Four alternativesMentorcliQ, Qooper, Ten Thousand Coffees, Together
Mentorgain
Two alternativesChronus, MentorcliQ
against: Qooperno first choicenothing named
DeepSeek V4 FlashMentorcliQ
Three alternativesChronus, Qooper, Together
MentorcliQHeld
One alternativeQooper
against: TogetherChronus, MentorcliQ
Three alternativesQooper, Ten Thousand Coffees, Together
against: MentorloopTogetheragainst: Chronus, MentorcliQ, Qooperno first choiceagainst: Chronus, MentorcliQ, Ten Thousand Coffees
Llama 4 Maverickno first choiceno first choiceHeldQooper
Three alternativesChronus, MentorCloud, Together
Qooper
Three alternativesChronus, MentorcliQ, Mentorgain
Qooper
Two alternativesMentorcliQ, Together
against: MentorcliQ, Together
Qwen 3.7 FlashTogether
Four alternativesChronus, MentorcliQ, Mentorloop, Qooper
ChronusChanged
Two alternativesMentorcliQ, Qooper
Chronus
Four alternativesMentorcliQ, Qooper, Teleskope, Together
PLD Mentoring Platform
Two alternativesChronus, Mentorgain
against: BetterUpno first choiceagainst: ADPList
Kimi K2MentorcliQ
Three alternativesChronus, Qooper, Together
MentorcliQHeld
Three alternativesChronus, Qooper, Together
Qooper
Four alternativesChronus, Guider, MentorcliQ, Ten Thousand Coffees
against: TogetherQooper, Together
One alternativeMentorcliQ
against: Chronusno first choiceagainst: Chronus, Together
GLM 4.7 FlashXMentorcliQ, Qooper
Two alternativesChronus, Together
QooperChanged
Three alternativesChronus, MentorcliQ, Ten Thousand Coffees
Qooper
Four alternativesChronus, Guider, MentorcliQ, Together
Together
Two alternativesMentorloop, Mentornity
against: Chronus, MentorcliQno first choicenothing named
MiniMax M2.5Together
Four alternativesChronus, CoachHub, MentorcliQ, Mentorloop
QooperChanged
Three alternativesChronus, MentorcliQ, Together
Qooper
Three alternativesChronus, MentorcliQ, Together
PLD Mentoring Platform, Together
One alternativeMentorloop
Qooper
Two alternativesChronus, Workday Mentoring
against: ADPList, Mentor Collective, MentorCruise
Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The 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
Seventy-two rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 18:36yes98 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:03yes27 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-09-17 19:21yes2024 s
Direct recommendationPerplexity Sonarsonar2026-09-17 17:55yes205 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:41yes3419 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-09-17 18:19yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 20:50yes1621 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:02yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:20yes931 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:00yes1324 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:50yes3160 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:17yes823 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:17yes169 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 18:38yes38 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:56yes1343 s
ParaphrasePerplexity Sonarsonar2026-09-17 20:26yes206 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:18yes2717 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-09-17 20:33yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:15yes1515 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:19yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:14yes1325 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:05yes2134 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:02yes1017 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:06yes517 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 19:54yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 20:08yes1315 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-09-17 22:00yes2058 s
ComparativePerplexity Sonarsonar2026-09-17 19:00yes2013 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 17:59yes1815 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-09-17 17:56yes56 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-09-17 20:05yes2167 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:25yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:36yes1024 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-09-17 20:01yes1235 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 21:34yes38395 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:02yes924 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:54yes168 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:29yes15 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:05yes2727 s
Budget constrainedPerplexity Sonarsonar2026-09-17 19:42yes207 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 21:24yes4623 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 20:25yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 21:33yes1816 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:47yes53 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 20:58yes1044 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 19:22yes2339 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 20:51yes2191 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 19:40yes1131 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 21:21no05 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 21:17yes39 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-09-17 21:57yes742 s
Scale constrainedPerplexity Sonarsonar2026-09-17 18:01yes2013 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 19:30yes1713 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-09-17 21:04no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:37yes1017 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 18:39yes54 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 19:33no033 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-09-17 18:05yes2141 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 18:35yes1367 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 18:44yes532 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-09-17 20:27yes188 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-09-17 19:18no08 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-09-17 18:34yes1627 s
Negative framingPerplexity Sonarsonar2026-09-17 19:53yes205 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-09-17 18:46yes3018 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-09-17 21:40yes147 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via fireworks2026-09-17 19:59yes2338 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-09-17 19:35yes54 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-09-17 18:03yes1038 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-09-17 21:28yes2338 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-09-17 19:21yes25133 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-09-17 21:38yes923 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings
None. Every name in this category resolved on its own.
Unresolved, counted raw
Abode
Mentorfy
SAP SuccessFactors mentoring
Discontinued, still offered
No shut-down product was recommended here.

Also in learning and development

The other categories of this function, with the leader in each.
← Learning management systOnline course libraries →