# Mentoring software for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "mentoring program software" and as "employee mentoring platform", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/hr/learning/mentoring-software/2026-11/enterprise

**Standing:** Together leads with 38% of first choices; verdict contested. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Together](https://www.gane.ai/index/hr/vendors/together/index.md) | 38% | 8% | 65 |
| 2 | [MentorcliQ](https://www.gane.ai/index/hr/vendors/mentorcliq/index.md) | 32% | 10% | 70 |
| 3 | [Qooper](https://www.gane.ai/index/hr/vendors/qooper/index.md) | 13% | 8% | 59 |
| 4 | [Chronus](https://www.gane.ai/index/hr/vendors/chronus/index.md) | 11% | 11% | 56 |
| 7 | [Guider](https://www.gane.ai/index/hr/vendors/guider/index.md) | 0% | 6% | 16 |
| 8 | [Ten Thousand Coffees](https://www.gane.ai/index/hr/vendors/ten-thousand-coffees/index.md) | 0% | 6% | 16 |
| 25 | [Mentorloop](https://www.gane.ai/index/hr/vendors/mentorloop/index.md) | 0% | 41% | 17 |

Rank is by share of first choices among all 44 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

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

- Claude Haiku 4.5: MentorcliQ; alternatives Chronus, Qooper, Together
- GPT-5.4 mini: Together; alternatives Chronus, MentorcliQ, Qooper
- Gemini 3.5 Flash: Together; alternatives Chronus, MentorcliQ, Qooper, Ten Thousand Coffees
- Perplexity Sonar: Together; alternatives MentorcliQ, Qooper
- Grok 4.20: Together; alternatives Chronus, MentorcliQ, Qooper
- Mistral Small: Together; alternatives MentorcliQ, Qooper
- DeepSeek V4 Flash: MentorcliQ, Together; alternatives Chronus, Qooper
- Llama 4 Maverick: Together; alternatives MentorcliQ, Mentorloop Mentoring Software, Qooper
- Qwen 3.7 Flash: MentorcliQ; alternatives Humanly, Together, VWO Mentors
- Kimi K2: Together; alternatives Chronus, MentorcliQ
- GLM 4.7 FlashX: Together; alternatives Chronus, MentorcliQ, Qooper
- MiniMax M2.5: MentorcliQ, Together; alternatives PeopleGrove
- GPT-6 Luna: Together; alternatives Chronus, MentorcliQ, Qooper
- Muse Glimmer 30B: Chronus; alternatives MentorcliQ, Qooper, Together

## Sources the answers cite

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

- qooper.io: 50 answers, 146 citations
- g2.com: 45 answers, 76 citations
- getapp.com: 33 answers, 52 citations
- capterra.com: 32 answers, 62 citations
- mentorcliq.com: 32 answers, 50 citations
- softwareadvice.com: 29 answers, 40 citations
- brancher.com.au: 27 answers, 31 citations
- togetherplatform.com: 26 answers, 34 citations

Pages named in the most answers:

- https://g2.com/categories/mentoring/enterprise (38 answers)
- https://capterra.com/mentoring-software (21 answers)
- https://brancher.com.au/blog/best-mentoring-software (20 answers)
- https://getapp.com/hr-employee-management-software/mentoring/org/large-enterprises (20 answers)
- https://mentorcliq.com/pricing (20 answers)
- https://softwareadvice.com/mentoring (20 answers)
- https://chronus.com/blog/top-mentoring-platforms (13 answers)
- https://qooper.io/blog/best-enterprise-mentoring-software (13 answers)
- https://qooper.io/blog/mentoring-platforms-for-large-companies-and-global-organizations (12 answers)
- https://qooper.io/blog/enterprise-mentoring-software-features (11 answers)

## Warned against

- Mentorloop: 7 of 17 labels negative. "entry-level tiers of Mentorloop ... these tools struggle with enterprise complexity" (Gemini 3.5 Flash, negative prompt)
- MentorcliQ: 7 of 70 labels negative. "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)
- PushFar: 7 of 8 labels negative. "Lightweight / Small Business (SMB) Mentoring Tools ... Why to avoid/be cautious" (Gemini 3.5 Flash, negative prompt)
- Chronus: 6 of 56 labels negative. "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)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
New leader: MentorcliQ (29%) to Together (38%). Margin 6 points, within noise.

- Together: 18% to 38%, +20. Cleared the floor by 7 points · rank 3 → 1 of 44.
- Qooper: 25% to 13%, −12. Inside the floor by 1 point · rank 2 → 3 of 44.
- Chronus: 15% to 11%, −4. Inside the floor by 9 points · rank 4 of 44, unchanged.
- MentorcliQ: 29% to 32%, +3. Inside the floor by 10 points · rank 1 → 2 of 44.
- Mentorloop: 2% to 0%, −2. Inside the floor by 11 points · rank 6 → 25 of 44.
- Guider: 0% to 0%, ±0. Inside the floor by 13 points · rank 11 → 7 of 44.
- Ten Thousand Coffees: 0% to 0%, ±0. Inside the floor by 13 points · rank 12 → 8 of 44.
- PushFar: 0% to 0%, ±0. Inside the floor by 13 points · rank 26 → 44 of 44.

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.