2 categories · RankedPacvue
Strongest at mid-market. Ranked 104 of 107 for small business buyers.
The standing depends on who is buying. Every model is asked the same questions for each company size.
Amazon Ads is first at 51%.
Amazon Ads is first at 62%. 1 of 14 models made it the first choice when asked directly.
Skai is first at 40%.
Why models recommend it
“a cross-network OS such as Pacvue for its breadth of retailers and Commerce Media OS positioning”Muse Glimmer 30B · Paraphrase question · first choice
“I'd usually start with Flywheel or Pacvue if you're running across multiple retail networks”GPT-5.4 mini · Paraphrase question · first choice
“the best retail media ad management platforms for mid-sized B2B companies are: 1. Pacvue”Llama 4 Maverick · Paraphrase question · first choice
“Best overall for most mid-market retail-media users: Pacvue”GPT-5.4 mini · Direct question · first choice
What gives them pause
“another platform with a notable negative rate (27%), and while it is accepted by some models, it is not widely endorsed”Mistral Small · Negative question · warning
“Unlike Pacvue, which is often too expensive and complex for smaller teams”Qwen 3.7 Flash · Paraphrase question · warning
“Be cautious unless you primarily need Amazon or retail-media management.”Perplexity Sonar · Negative question · warning
Also on the shortlist
The products named in the same answers as Pacvue, over the 81 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 54 | 19 | Compare → | |
| 51 | 26 | Compare → | |
| 49 | 5 | Compare → | |
| 23 | 0 | View → | |
| 22 | 1 | View → | |
| 21 | 2 | Compare → | |
| 18 | 0 | View → | |
| 17 | 3 | View → | |
| 17 | 0 | View → | |
| 13 | 7 | Compare → |
What the models named instead of Pacvue →
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 77 of the 81 answers that named Pacvue and are not a share of its labels.
Domains cited
182 of the 230 domain citations in answers naming Pacvue came from a third party's page. Thirty-one 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 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 | 2 | 0 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 3 | 0 | 0 | 3 |
| Perplexity Sonar | 1 | 1 | 0 | 1 | 3 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 1 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 1 | 0 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |