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Mentoring software · October 2026 Edition

MentorCity vs Qooper

One of fourteen models named MentorCity first on the direct prompt; one named Qooper. MentorCity was named by seven of the fourteen models and Qooper by fourteen and MentorCity carries 10 labels and Qooper 38, so the shares are not directly comparable.

MentorCity

accepted challenger

Named in one category this edition.

Qooper

accepted challenger

Named in two categories this edition.

First-choice share6%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 12; printed, not drawn.
Labels1038A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, MentorCity reading right to left. Rank and label count are printed, not drawn.Together was named alongside these two in ten of the fourteen direct answers. Together vs MentorCity · Together vs Qooper · Mentorloop vs MentorCity

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
MentorCityFirst choices, of fourteen modelsQooper
Direct111 against Qooper
Paraphrase01
Comparative02
Budget-constrained201 against Qooper
Scale-constrained00
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, MentorCity and Qooper were named in the same answer twenty-one times, of the 26 answers naming MentorCity and the 140 naming Qooper. In those answers Qooper took the first choice three times and MentorCity five.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where MentorCity and Qooper stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
MentorCity Qooper first choice named as an alternative argued againstblank: not namedEach cell is one answer, MentorCity on the left and Qooper on the right.

The direct prompt

The plain question, one answer per model, grouped by where MentorCity and Qooper stood in it.

Both were the first choice

1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.
Llama 4 MaverickGuider, MentorCity, Qooper, Together Corporate Mentorship

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.
Claude Haiku 4.5Mentorloop, Together alternatives: Guider, Qooper
Gemini 3.5 FlashTogether alternatives: Guider, Mentorloop, Qooper
Grok 4.1 FastMentorcliQ alternatives: Chronus, Qooper, Together
Mistral SmallTogether alternatives: Mentorgain, Qooper
DeepSeek V4 FlashMentorcliQ alternatives: Chronus, Qooper, Together
Kimi K2Together alternatives: MentorcliQ, Qooper
GLM 4.7 FlashXMentorcliQ, Mentorloop alternatives: Chronus, Qooper
GPT-6 LunaTogether alternatives: Chronus, MentorcliQ, Qooper
Muse Glimmer 30BMentorloop alternatives: Guider, MentorCity

Neither was named

4 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniChronus alternatives: MentorcliQ, Together
Perplexity SonarMentorcliQ alternatives: Chronus, Together
Qwen 3.7 FlashChronus, MentorFlow alternatives: CoachHub, Lighthouse, Talmundo
MiniMax M2.5Mentorloop, Together alternatives: Chronus, MentorcliQ, Mentorgain, PushFar

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
MentorCity8%#3 of 12
Qooper8%#4 of 12
The full small business standing →
Mid-marketThe figures above
MentorCity leads by two points.
MentorCity6%#7 of 12
Qooper4%#8 of 12
The full mid-market standing →
Enterprise
The order flips: Qooper leads at enterprise.
Qooper25%#2 of 8
MentorCity0%#– of 8
The full enterprise standing →

What the models said about MentorCity

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
“The best mentoring program software for a company with a limited budget is MentorCity, which excels for smaller teams” Llama 4 Maverick · budget prompt · first choice
“MentorCity (Best Overall Budget Pick)” Grok 4.1 Fast · budget 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
Also compared

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.