Guider vs Qooper
One of fourteen models named Guider first on the direct prompt; one named Qooper. Guider was named by nine of the fourteen models and Qooper by fourteen and Guider carries 14 labels and Qooper 38, so the shares are not directly comparable.
Guider
accepted challengerNamed in one category this edition.
Named in two categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the mentoring software page.
By framing
Across every category in the October 2026 Edition, Guider and Qooper were named in the same answer twenty-six times, of the 32 answers naming Guider and the 140 naming Qooper. In those answers Qooper took the first choice nine times and Guider one.
Every model, every framing
| Model | DirectGU | ParaphraseGU | ComparativeGU | Budget-constrainedGU | Scale-constrainedGU | NegativeGU |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | GU | GU | | | ||
| GPT-5.4 mini | GU | |||||
| Gemini 3.5 Flash | GU | | | |||
| Perplexity Sonar | | GU | GU | | ||
| Grok 4.1 Fast | | | ||||
| Mistral Small | | GU | ||||
| DeepSeek V4 Flash | | GU | ||||
| Llama 4 Maverick | GU | |||||
| Qwen 3.7 Flash | | | ||||
| Kimi K2 | | | GU | |||
| GLM 4.7 FlashX | | | ||||
| MiniMax M2.5 | | |||||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | GU | GU |
QooperGU first choiceGU named as an alternativeGU argued againstblank: not namedEach cell is one answer, Guider on the left and Qooper on the right.The direct prompt
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Qooper4%#8 of 12Qooper25%#2 of 8What the models said about Guider
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“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
“I would recommend Guider if you want the best balance of ease of launch, affordability, and enough structure” Perplexity Sonar · paraphrase prompt · first choice
“Together and Guider are frequently highlighted as top choices” Mistral Small · paraphrase prompt · first choice
What the models said about Qooper
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“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
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.