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Mentoring software · November 2026 Edition

Mentorloop vs Mentorgain

One of fourteen models named Mentorloop first on the direct prompt; zero named Mentorgain. Mentorloop was named by fourteen of the fourteen models and Mentorgain by eight and Mentorloop carries 43 labels and Mentorgain 12, so the shares are not directly comparable.

Mentorloop

accepted challenger

Named in two categories this edition.

Mentorgain

accepted challenger

Named in one category this edition.

First-choice share9%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate5%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 12; printed, not drawn.
Labels4312A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Mentorloop 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 Mentorloop · Together vs Mentorgain · MentorcliQ vs Mentorloop

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.
MentorloopFirst choices, of fourteen modelsMentorgain
Direct10
Paraphrase001 against Mentorloop
Comparative00
Budget-constrained41
Scale-constrained011 against Mentorloop
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 November 2026 Edition, Mentorloop and Mentorgain were named in the same answer thirty-three times, of the 118 answers naming Mentorloop and the 37 naming Mentorgain. In those answers Mentorgain took the first choice two times and Mentorloop seventeen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Mentorloop and Mentorgain 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
Mentorloop Mentorgain first choice named as an alternative argued againstblank: not namedEach cell is one answer, Mentorloop on the left and Mentorgain on the right.

The direct prompt

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

Mentorloop first, Mentorgain not the choice

1 of 14 modelsMentorgain 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

9 of 14 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniTogether alternatives: MentorcliQ, Mentorloop
Gemini 3.5 FlashTogether alternatives: Chronus, Mentorloop, Qooper
Perplexity SonarTogether alternatives: MentorcliQ, Mentorloop, Qooper
DeepSeek V4 FlashTogether alternatives: MentorcliQ, Mentorloop, Qooper
Qwen 3.7 FlashMentorcliQ, Together Corporate Mentorship alternatives: Disprz, Mentorloop
Kimi K2Together alternatives: MentorcliQ, Mentorloop, Qooper
MiniMax M2.5MentorcliQ, Together alternatives: Chronus, Mentorgain, Mentorloop
GPT-6 LunaTogether alternatives: MentorcliQ, Mentorloop, Qooper
Muse Glimmer 30BTogether alternatives: Growthspace, MentorcliQ, Mentorloop, Ten Thousand Coffees

Neither was named

4 of 14 modelsThe answer made no first choice from these two in this category.
Grok 4.20Together alternatives: Chronus, MentorcliQ, Qooper
Mistral SmallMentorcliQ, Together alternatives: Growthspace, Qooper
Llama 4 Maverickno first choice
GLM 4.7 FlashXno first choice

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
Mentorloop leads by forty-four points.
Mentorloop44%#1 of 10
Mentorgain0%#7 of 10
The full small business standing →
Mid-marketThe figures above
Mentorloop leads by six points.
Mentorloop9%#4 of 12
Mentorgain4%#6 of 12
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Mentorloop0%#7 of 7
Mentorgain0%#– of 7
The full enterprise standing →

What the models said about Mentorloop

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

“Consider it for a smaller or lower-cost initial program, though some advanced capabilities may require an enterprise tier.” Perplexity Sonar · paraphrase prompt · soft negative
“Mentorloop — More budget-friendly, but may lack deep config capabilities” DeepSeek V4 Flash · scale prompt · soft negative
“The best mentoring program software for a company with a limited budget is Mentorloop, which starts at $299 per month.” Llama 4 Maverick · budget prompt · first choice
“Mentorloop and Qooper are particularly popular choices, as they balance functionality with cost-effectiveness” Claude Haiku 4.5 · direct prompt · first choice
“Mentorloop is noted as the best fit if you want a full platform and a price you can check before talking to sales” Claude Haiku 4.5 · budget prompt · first choice

What the models said about Mentorgain

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

“Mentorgain, Together Platform, and PushFar are the strongest options for lean HR teams.” Muse Glimmer 30B · scale prompt · first choice
“🏆 Top Recommendation: Mentorgain” Qwen 3.7 Flash · budget prompt · first choice
“Tight budget, <100 people | Mentorgain or PushFar” Kimi K2 · comparative 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.