# Mentoring software: what AI models recommend, October 2026

HR AI Recommendation Index, October 2026 Edition. Asked as "mentoring program software" and as "employee mentoring platform", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://hr-ai-index.com/learning/mentoring-software/

**Standing:** Together leads with 28% of first choices; verdict contested. 54 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Together | 28% | 4% | 46 |
| 2 | Mentorloop | 15% | 0% | 27 |
| 3 | MentorcliQ | 9% | 12% | 43 |
| 4 | PushFar | 9% | 0% | 22 |
| 5 | Chronus | 6% | 19% | 42 |
| 6 | Guider | 6% | 0% | 14 |
| 7 | MentorCity | 6% | 0% | 10 |
| 8 | Qooper | 4% | 5% | 38 |
| 9 | MicroMentor | 2% | 10% | 10 |
| 10 | ADPList | 0% | 16% | 19 |
| 11 | GrowthMentor | 0% | 0% | 13 |
| 12 | MentorCruise | 0% | 20% | 20 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Mentorloop, Together; alternatives Guider, Qooper
- GPT-5.4 mini: Chronus; alternatives MentorcliQ, Together
- Gemini 3.5 Flash: Together; alternatives Guider, Mentorloop, Qooper
- Perplexity Sonar: MentorcliQ; alternatives Chronus, Together
- Grok 4.1 Fast: MentorcliQ; alternatives Chronus, Qooper, Together
- Mistral Small: Together; alternatives Mentorgain, Qooper
- DeepSeek V4 Flash: MentorcliQ; alternatives Chronus, Qooper, Together
- Llama 4 Maverick: Guider, MentorCity, Qooper, Together Corporate Mentorship
- Qwen 3.7 Flash: Chronus, MentorFlow; alternatives CoachHub, Lighthouse, Talmundo
- Kimi K2: Together; alternatives MentorcliQ, Qooper
- GLM 4.7 FlashX: MentorcliQ, Mentorloop; alternatives Chronus, Qooper
- MiniMax M2.5: Mentorloop, Together; alternatives Chronus, MentorcliQ, Mentorgain, PushFar
- GPT-6 Luna: Together; alternatives Chronus, MentorcliQ, Qooper
- Muse Glimmer 30B: Mentorloop; alternatives Guider, MentorCity

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- qooper.io: 42 answers, 90 citations
- growthmentor.com: 37 answers, 39 citations
- chronus.com: 35 answers, 45 citations
- guideflow.com: 29 answers, 42 citations
- mentorcliq.com: 28 answers, 41 citations
- togetherplatform.com: 25 answers, 39 citations
- sourceforge.net: 25 answers, 37 citations
- peoplemanagingpeople.com: 25 answers, 26 citations

Pages named in the most answers:

- https://growthmentor.com/blog/online-mentoring-platforms-software (32 answers)
- https://chronus.com/blog/top-mentoring-platforms (27 answers)
- https://peoplemanagingpeople.com/tools/best-mentoring-software (25 answers)
- https://qooper.io/blog/top-10-online-mentoring-platforms (25 answers)
- https://guideflow.com/blog/mentoring-software (24 answers)
- https://adplist.org/guides/best-mentorship-platforms (21 answers)
- https://guideflow.com/blog/mentorship-software (18 answers)
- https://gartner.com/reviews/market/mentoring-software (17 answers)
- https://getapp.com/hr-employee-management-software/mentoring/org/mid-size-business (15 answers)
- https://intervue.io/blog/best-mentoring-software (15 answers)

## Warned against

- Chronus: 8 of 42 labels negative. "Legacy enterprise tools (like Chronus or MentorcliQ) are often too complex, highly manual to configure, and cost-prohibitive for mid-market budgets." (Gemini 3.5 Flash, paraphrase prompt)
- Mentor.me: 5 of 5 labels negative. "Multiple reports of scams, with one user reporting losing $4,000. Complaints include empty promises and misleading advertising" (MiniMax M2.5, negative prompt)
- MentorCruise: 4 of 20 labels negative. "Mixed reviews, with some users flagging unusual payment requests ... Despite these complaints, the platform maintains generally positive ratings elsewhere" (GLM 4.7 FlashX, negative prompt)
- MentorcliQ: 5 of 43 labels negative. "What to Avoid on a Tight Budget - MentorcliQ: Starts at ~$9,900/year" (Kimi K2, budget prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
Same leader: Together at 27%.

- Together: 37% to 27%, −10. Inside the floor by 3 points · rank 1 of 74, unchanged.
- Mentorgain: 12% to 2%, −10. Inside the floor by 3 points · rank 3 → 10 of 74.
- MentorcliQ: 2% to 10%, +8. Inside the floor by 5 points · rank 7 → 3 of 74.
- Guider: 0% to 6%, +6. Inside the floor by 7 points · rank 14 → 5 of 74.
- Qooper: 0% to 4%, +4. Inside the floor by 9 points · rank 13 → 7 of 74.
- Mentorloop: 12% to 15%, +3. Inside the floor by 10 points · rank 2 of 74, unchanged.
- ADPList: 2% to 0%, −2. Inside the floor by 11 points · rank 8 → 16 of 74.
- Ten Thousand Coffees: 2% to 0%, −2. Inside the floor by 11 points · rank 9 → 19 of 74.
- Chronus: 6% to 4%, −2. Inside the floor by 11 points · rank 6 → 8 of 74.
- PushFar: 10% to 10%, +1. Inside the floor by 12 points · rank 5 → 4 of 74.
- GrowthMentor: 0% to 0%, ±0. Inside the floor by 13 points · rank 20 → 17 of 74.
- MentorCruise: 0% to 0%, ±0. Inside the floor by 13 points · rank 16 → 18 of 74.

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, October 2026 Edition, hr-ai-index.com.