| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Mentoring software | Learning and development | 2% | 8 of 55 | 15% | 20 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 1 | 2 | 0 | 3 |
| Mistral Small | 1 | 1 | 0 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 2 | 0 | 2 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“start with a free plan from a reputable platform like ADPList, MicroMentor, or SCORE” Mistral Small · Mentoring software · budget prompt · first choice
“Free or community-based platforms (like ADPList, MicroMentor, SCORE, and UStrive) are often safer choices for individuals” Mistral Small · Mentoring software · negative prompt · alternative
“Prefer platforms with verified mentors, refunds, and positive volume reviews (e.g., ADPList for free tech mentoring” Grok 4.1 Fast · Mentoring software · negative prompt · alternative
“Completely free. It is widely considered the best platform for quick portfolio feedback” Gemini 3.5 Flash · Mentoring software · comparative prompt · alternative
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.
“ADPList: A free platform with a large pool of mentors, but limited slots and no accountability built-in.” Llama 4 Maverick · Mentoring software · negative prompt · soft negative
“Platforms with Ethical Controversies or "Ghosting" Issues (Exercise Caution) Example: ADPList” Gemini 3.5 Flash · Mentoring software · negative prompt · soft negative
“ADPList — ⚠️ Moderate Caution” Kimi K2 · Mentoring software · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 28 of the 32 answers that named ADPList and are not a share of its labels.
120 of the 139 domain citations in answers naming ADPList came from somebody else's page.
Pages are listed as the models cited them.
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 ADPList'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 ADPList, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
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 adplist.org 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.