# Mentoring software for small business buyers: 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 small B2B company. Page: https://hr-ai-index.com/learning/mentoring-software/smb/

**Standing:** Mentorloop leads with 37% of first choices; verdict contested. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Mentorloop | 37% | 4% | 46 |
| 2 | PushFar | 19% | 0% | 37 |
| 3 | MentorCity | 8% | 0% | 11 |
| 4 | Qooper | 8% | 35% | 40 |
| 5 | Together | 6% | 43% | 44 |
| 6 | MentorcliQ | 4% | 68% | 38 |
| 7 | MicroMentor | 2% | 7% | 29 |
| 8 | MentorCruise | 2% | 20% | 10 |
| 9 | SCORE | 0% | 0% | 19 |
| 10 | GrowthMentor | 0% | 10% | 21 |
| 11 | ADPList | 0% | 8% | 13 |
| 12 | Chronus | 0% | 79% | 34 |

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

- Claude Haiku 4.5: PushFar; alternatives Mentorloop, Qooper
- GPT-5.4 mini: Mentorloop; alternatives GrowthMentor, MentorcliQ, Together
- Gemini 3.5 Flash: Mentorloop; alternatives Mentorgain, Mentorink, PushFar
- Perplexity Sonar: Qooper; alternatives Mentorloop, PushFar
- Grok 4.1 Fast: Mentorloop; alternatives PushFar, Together
- Mistral Small: Qooper; alternatives Dreami, Together Corporate Mentorship
- DeepSeek V4 Flash: Mentorloop; alternatives Qooper, Together
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Together; alternatives MentorCity, Mentorloop
- Kimi K2: Mentorloop, PushFar; alternatives Qooper, Together
- GLM 4.7 FlashX: Mentorloop, PushFar; alternatives MentorCity, Qooper
- MiniMax M2.5: no first choice
- GPT-6 Luna: Mentorloop; alternatives Together
- Muse Glimmer 30B: Mentorink; alternatives GroupApp, MentorCloud, PushFar

## Sources the answers cite

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

- growthmentor.com: 53 answers, 68 citations
- qooper.io: 42 answers, 82 citations
- g2.com: 35 answers, 58 citations
- adplist.org: 35 answers, 42 citations
- guideflow.com: 32 answers, 42 citations
- softwaresuggest.com: 30 answers, 30 citations
- sourceforge.net: 28 answers, 45 citations
- getapp.com: 27 answers, 38 citations

Pages named in the most answers:

- https://growthmentor.com/blog/online-mentoring-platforms-software (49 answers)
- https://adplist.org/guides/best-mentorship-platforms (35 answers)
- https://guideflow.com/blog/mentoring-software (30 answers)
- https://softwaresuggest.com/mentoring-software (30 answers)
- https://peoplemanagingpeople.com/tools/best-mentoring-software (26 answers)
- https://chronus.com/blog/top-mentoring-platforms (19 answers)
- https://group.app/blog/mentorship-platforms (19 answers)
- https://capterra.com/mentoring-software (17 answers)
- https://intervue.io/blog/best-mentoring-software (16 answers)
- https://gartner.com/reviews/market/mentoring-software (15 answers)

## Warned against

- MentorcliQ: 26 of 38 labels negative. "Specific Platforms/Services to Approach with Extreme Caution or Avoid: Enterprise-focused mentoring software (e.g., MentorcliQ, Chronus, Together)" (Grok 4.1 Fast, negative prompt)
- Chronus: 27 of 34 labels negative. ""Why skip for now: Unless you have >100 employees and complex compliance requirements, Chronus will drain your budget and admin time."" (Muse Glimmer 30B, negative prompt)
- Together: 19 of 44 labels negative. "Built for enterprise-scale organizations with dedicated HR/L&D teams; quote-based pricing assuming large budgets" (DeepSeek V4 Flash, negative prompt)
- Qooper: 14 of 40 labels negative. "Built for enterprise-scale organizations with dedicated HR/L&D teams; quote-based pricing assuming large budgets" (DeepSeek V4 Flash, negative prompt)

## Movement since September 2026

Floor: 13 points of share, measured on the calibration repeat.
New leader: PushFar (39%) to Mentorloop (36%). Margin 13 points, within noise.

- PushFar: 39% to 22%, −17. Cleared the floor by 4 points · rank 1 → 2 of 50.
- Mentorloop: 20% to 36%, +16. Cleared the floor by 3 points · rank 2 → 1 of 50.
- Mentornity: 12% to 2%, −10. Inside the floor by 3 points · rank 3 → 9 of 50.
- MentorCity: 0% to 7%, +7. Inside the floor by 6 points · rank 17 → 4 of 50.
- Qooper: 2% to 9%, +6. Inside the floor by 7 points · rank 6 → 3 of 50.
- GrowthMentor: 5% to 0%, −5. Inside the floor by 8 points · rank 5 → 13 of 50.
- Mentorgain: 2% to 0%, −2. Inside the floor by 11 points · rank 7 → 16 of 50.
- MicroMentor: 0% to 2%, +2. Inside the floor by 11 points · rank 14 → 8 of 50.
- MentorcliQ: 2% to 4%, +2. Inside the floor by 11 points · rank 13 → 7 of 50.
- Together: 5% to 7%, +2. Inside the floor by 11 points · rank 4 → 6 of 50.
- SCORE: 0% to 0%, ±0. Inside the floor by 13 points · rank 15 → 12 of 50.
- ADPList: 0% to 0%, ±0. Inside the floor by 13 points · rank 28 → 14 of 50.

## 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.