# Mentorloop vs Qooper: which do AI models recommend for mentoring software, October 2026

HR AI Recommendation Index, October 2026 Edition, Mentoring software. Four of fourteen models named Mentorloop first on the direct prompt; one named Qooper. Page: https://hr-ai-index.com/learning/mentoring-software/mentorloop-vs-qooper/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Mentorloop | 15% | #2 of 12 | 0% | 27 | 11 of 14 |
| Qooper | 4% | #8 of 12 | 5% | 38 | 14 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: mentorloop first (first choices: Mentorloop, Together) (alternatives: Guider, Qooper)
- GLM 4.7 FlashX: mentorloop first (first choices: MentorcliQ, Mentorloop) (alternatives: Chronus, Qooper)
- MiniMax M2.5: mentorloop first (first choices: Mentorloop, Together) (alternatives: Chronus, MentorcliQ, Mentorgain, PushFar)
- Muse Glimmer 30B: mentorloop first (first choices: Mentorloop) (alternatives: Guider, MentorCity)
- Llama 4 Maverick: qooper first (first choices: Guider, MentorCity, Qooper, Together Corporate Mentorship)
- Gemini 3.5 Flash: neither first, one named (first choices: Together) (alternatives: Guider, Mentorloop, Qooper)
- Grok 4.1 Fast: neither first, one named (first choices: MentorcliQ) (alternatives: Chronus, Qooper, Together)
- Mistral Small: neither first, one named (first choices: Together) (alternatives: Mentorgain, Qooper)
- DeepSeek V4 Flash: neither first, one named (first choices: MentorcliQ) (alternatives: Chronus, Qooper, Together)
- Kimi K2: neither first, one named (first choices: Together) (alternatives: MentorcliQ, Qooper)
- GPT-6 Luna: neither first, one named (first choices: Together) (alternatives: Chronus, MentorcliQ, Qooper)
- GPT-5.4 mini: neither named (first choices: Chronus) (alternatives: MentorcliQ, Together)
- Perplexity Sonar: neither named (first choices: MentorcliQ) (alternatives: Chronus, Together)
- Qwen 3.7 Flash: neither named (first choices: Chronus, MentorFlow) (alternatives: CoachHub, Lighthouse, Talmundo)

## What the models said about Mentorloop

- "Start with Mentorloop Pro ($299/mo). It's the only major platform that combines commercial-grade features with small-team pricing." (Kimi K2, budget prompt, first choice)
- "I'd recommend evaluating Mentorloop or Together first, as they're most frequently cited as purpose-built for your company size." (Claude Haiku 4.5, direct prompt, first choice)
- "If you want low admin overhead and organic adoption, Mentorloop is the most referenced mid-market pick." (Muse Glimmer 30B, direct prompt, first choice)

## What the models said about Qooper

- "though it is often positioned more toward enterprises and larger organizations" (Perplexity Sonar, direct prompt, soft negative)
- "priced for large organizations and are not suitable for a tight budget" (GLM 4.7 FlashX, budget prompt, soft negative)
- "Qooper: Combines AI-powered mentor matching, advanced analytics with a built-in ROI calculator, extensive enterprise integrations, and support for every major mentoring format." (Claude Haiku 4.5, comparative prompt, first choice)
- "The best mentoring program software for a mid-market B2B company includes MentorCity, Together Corporate Mentorship, Qooper, and Guider." (Llama 4 Maverick, direct prompt, first choice)
- "Strong on structured programs, analytics, ROI reporting, and learning/development tracking" (Perplexity Sonar, comparative prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.