No positive label carried a quote.
“The main apps to avoid or be cautious about for frontline work are consumer messaging apps like WhatsApp, iMessage, Facebook Messenger, SMS (Standard Texting), and Telegram.”Llama 4 Maverick · Negative question · warning
“Apps to Avoid/Cautious Of: WhatsApp, iMessage, Facebook Messenger, SMS (Standard Texting), Telegram.”Muse Glimmer 30B · Negative question · warning
“Job listings posted on Telegram groups, WhatsApp communities ... carry an extremely high risk of fraud”Gemini 3.5 Flash · Negative question · warning
“These channels lack basic employer verification, making them breeding grounds for employment scams.”Gemini 3.5 Flash · Negative question · warning
The products named in the same answers as WhatsApp, over the 28 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 18 | 0 | View → | |
| 14 | 4 | View → | |
| 14 | 0 | View → | |
| 12 | 0 | View → | |
| 10 | 0 | View → | |
| 9 | 0 | View → | |
| 7 | 2 | View → | |
| 6 | 1 | View → | |
| 6 | 0 | View → | |
| 5 | 2 | View → |
What the models named instead of WhatsApp →
A side-by-side page exists where both products are among a category's top eight.
Stated on WhatsApp's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 27 of the 28 answers that named WhatsApp and are not a share of its labels.
Sixty-five of the seventy-three domain citations in answers naming WhatsApp came from a third party's page. Eight were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages are listed as the models cited them.
| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 4 | 4 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 1 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 2 | 2 |
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 153 | undated | |||
| Case study | 1 | undated | |||
| Report or ebook | 1 | undated | |||
| Comparison | 1 | 0 | 2024-08-06 |
Every page whatsapp.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. Read October 5, 2026.