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Mentoring software · November 2026 Edition

Mentornity vs Qooper

Zero of fourteen models named Mentornity first on the direct prompt; one named Qooper. Mentornity was named by thirteen of the fourteen models and Qooper by twelve and Mentornity carries 17 labels and Qooper 37, so the shares are not directly comparable.

Mentornity

accepted challenger

Named in two categories this edition.

Qooper

accepted challenger

Named in one category this edition.

First-choice share11%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%11%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#7A position in a field of 12; printed, not drawn.
Labels1737A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Mentornity reading right to left. Rank and label count are printed, not drawn.Together was named alongside these two in eleven of the fourteen direct answers. Together vs Mentornity · Together vs Qooper · MentorcliQ vs Mentornity

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.
MentornityFirst choices, of fourteen modelsQooper
Direct01
Paraphrase001 against Qooper
Comparative01
Budget-constrained602 against Qooper
Scale-constrained00
Negative001 against Qooper
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 November 2026 Edition, Mentornity and Qooper were named in the same answer twenty-one times, of the 53 answers naming Mentornity and the 125 naming Qooper. In those answers Qooper took the first choice one time and Mentornity four.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Mentornity and Qooper stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
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
Mentornity Qooper first choice named as an alternative argued againstblank: not namedEach cell is one answer, Mentornity on the left and Qooper on the right.

The direct prompt

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

Qooper first, Mentornity not the choice

1 of 14 modelsMentornity was named in the answer but not as the choice, or not at all.
Claude Haiku 4.5Mentorloop, Qooper alternatives: Chronus, Together

Neither was the first choice, one was named

7 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashTogether alternatives: Chronus, Mentorloop, Qooper
Perplexity SonarTogether alternatives: MentorcliQ, Mentorloop, Qooper
Grok 4.20Together alternatives: Chronus, MentorcliQ, Qooper
Mistral SmallMentorcliQ, Together alternatives: Growthspace, Qooper
DeepSeek V4 FlashTogether alternatives: MentorcliQ, Mentorloop, Qooper
Kimi K2Together alternatives: MentorcliQ, Mentorloop, Qooper
GPT-6 LunaTogether alternatives: MentorcliQ, Mentorloop, Qooper

Neither was named

6 of 14 modelsThe answer made no first choice from these two in this category.
GPT-5.4 miniTogether alternatives: MentorcliQ, Mentorloop
Llama 4 Maverickno first choice
Qwen 3.7 FlashMentorcliQ, Together Corporate Mentorship alternatives: Disprz, Mentorloop
GLM 4.7 FlashXno first choice
MiniMax M2.5MentorcliQ, Together alternatives: Chronus, Mentorgain, Mentorloop
Muse Glimmer 30BTogether alternatives: Growthspace, MentorcliQ, Mentorloop, Ten Thousand Coffees

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
Mentornity leads by fifteen points.
Mentornity15%#2 of 10
Qooper0%#10 of 10
The full small business standing →
Mid-marketThe figures above
Mentornity leads by nine points.
Mentornity11%#3 of 12
Qooper2%#7 of 12
The full mid-market standing →
Enterprise
The order flips: Qooper leads at enterprise.
Qooper13%#3 of 7
Mentornity0%#– of 7
The full enterprise standing →

What the models said about Mentornity

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.

“starting with either Mentornity (if you have under 10 users) or Mentorloop's free tier to build your program before upgrading is a smart approach” Claude Haiku 4.5 · budget prompt · first choice
“Mentornity – best free-to-start company software ... <10 participants and want zero cost to pilot: Mentornity free tier.” Muse Glimmer 30B · budget prompt · first choice
“Best budget pick: Mentornity. It offers a genuinely free plan for up to 10 active participants” GPT-6 Luna · 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. Six of eight in this category shown.

“Enterprise products such as Chronus, MentorcliQ, Together, and Qooper are generally purchased by employers rather than individuals.” Perplexity Sonar · negative prompt · soft negative
“pricing starts higher (~$9,900/year for MentorcliQ) and is often quote-based—better if your budget can stretch” Grok 4.20 · budget prompt · soft negative
“better suited for larger enterprises 5,000+ employees with deep HRIS integration” Muse Glimmer 30B · paraphrase prompt · soft negative
“Qooper leads for corporate career mentoring, new hire onboarding, leadership development, and DEI programs due to AI matching and enterprise integrations” Claude Haiku 4.5 · comparative prompt · first choice
“Mentorloop and Qooper are particularly popular choices” Claude Haiku 4.5 · direct prompt · first choice
“Choose this if measurement, ROI dashboards, advanced workflows, and enterprise integrations are more important” Perplexity Sonar · paraphrase prompt · alternative
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.