1 category · RankedMentorloop
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Mentoring software | Learning and development | 12% | 2 of 55 | 8% | 36 | accepted challenger |
Movement
By model
How each model treated Mentorloop across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 2 | 0 | 0 | 4 |
| GPT-5.4 mini | 1 | 3 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 1 | 3 | 0 | 0 | 4 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.1 Fast | 0 | 2 | 0 | 1 | 3 |
| Mistral Small | 0 | 2 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 1 | 3 | 0 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 1 | 2 |
| Qwen 3.7 Flash | 1 | 0 | 1 | 0 | 2 |
| Kimi K2 | 0 | 2 | 2 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 2 | 1 | 0 | 3 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Mentorloop is the well-known mid-market option ... a sensible pick when you want a real program but are not a Fortune 500.” Claude Haiku 4.5 · Mentoring software · direct prompt · first choice
“Together Software or Mentorloop are likely your best bets due to their ease of use and mid-market focus.” Claude Haiku 4.5 · Mentoring software · paraphrase prompt · first choice
“Mentorloop is the most practical starting point due to its low administrative barrier and high ROI.” Gemini 3.5 Flash · Mentoring software · paraphrase prompt · first choice
“Mid-market / fast deployment: Together, Mentorloop, Ten Thousand Coffees, Mentorgain” DeepSeek V4 Flash · Mentoring software · scale prompt · first choice
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“lower entry price, but note that Smart Match and HRIS are locked behind the Enterprise tier” Perplexity Sonar · Mentoring software · direct prompt · soft negative
“Mentorloop offers a lower entry price but locks some features behind its Enterprise plan” Llama 4 Maverick · Mentoring software · direct prompt · soft negative
“mid-sized fit over niche/SMB tools (e.g., Mentorloop)” Grok 4.1 Fast · Mentoring software · paraphrase prompt · soft negative
Named alongside
The products named in the same answers as Mentorloop, over the 98 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Mentorloop was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 87 of the 98 answers that named Mentorloop and are not a share of its labels.
Domains cited
446 of the 446 domain citations in answers naming Mentorloop came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Names read as Mentorloop
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Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Mentorloop's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Mentorloop, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Mentorloop by email, built from the raw record of the edition. It shows:
- where Mentorloop is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Mentorloop, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at mentorloop.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.
Badges
Wins only: a badge exists where Mentorloop is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.ShowHide
Badges
Mentorloop is among the products AI models recommend first in Mentoring software this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of September 2026.
Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.