Experimentation and personalization · RankedRightMessage
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
VWO is first at 28%.
VWO is first at 31%. 0 of 14 models made it the first choice when asked directly.
No model named it for this buyer.
Why models recommend it
“Best for small marketing teams that want to personalize their existing site and run A/B tests”Mistral Small · Budget-constrained question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as RightMessage, over the 17 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 14 | 7 | View → | |
| 14 | 0 | View → | |
| 11 | 2 | View → | |
| 10 | 0 | View → | |
| 9 | 3 | View → | |
| 7 | 1 | View → | |
| 7 | 1 | View → | |
| 7 | 0 | View → | |
| 7 | 0 | View → | |
| 6 | 0 | View → |
A side-by-side page exists where both products are among a category's top eight.
How this is measured
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 →Sources returned with these answers
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 17 of the 17 answers that named RightMessage and are not a share of its labels.
Domains cited
Sixty-two of the seventy-six domain citations in answers naming RightMessage came from a third party's page.
Pages cited
Pages are listed as the models cited them.
By model
| 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 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| 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 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |