| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Frontline employee apps | Onboarding and employee experience | 2% | 6 of 97 | 0% | 11 | accepted challenger |
| Internal communications and intranet | Onboarding and employee experience | 2% | 11 of 80 | 0% | 17 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 1 | 3 | 0 | 4 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 4 | 2 | 0 | 6 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 3 | 0 | 4 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 2 | 2 | 0 | 0 | 4 |
Verbatim evidence the judge attached to positive labels.
“MangoApps | Mixed Workforce (Desk & Frontline) | Unified platform ... with AI-native search.” GLM 4.7 FlashX · Internal communications · comparative prompt · first choice
“recommend platforms like Simpplr, Happeo, MangoApps, or Workvivo as strong fits” MiniMax M2.5 · Internal communications · scale prompt · first choice
“My Top Recommendation: MangoApps or Skedulo” MiniMax M2.5 · Frontline employee apps · paraphrase prompt · first choice
“Unified platform for mixed desk + frontline staff with HR/learning integration | MangoApps” GLM 4.7 FlashX · Frontline employee apps · 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.
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 72 of the 79 answers that named MangoApps and are not a share of its labels.
197 of the 265 domain citations in answers naming MangoApps 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 MangoApps'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 MangoApps, 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 mangoapps.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.