Pacvue vs Criteo
One of fourteen models named Pacvue first on the direct prompt; one named Criteo. Pacvue was named by eleven of the fourteen models and Criteo by nine and Pacvue carries 17 labels and Criteo 15, so the shares are not directly comparable.
Named in one category this edition.
Paris, France, founded 2005. Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the retail media platforms page.
By framing
PacvueFirst choices, of fourteen modelsCriteo
Across every category in the October 2026 Edition, Pacvue and Criteo were named in the same answer fourteen times, of the 48 answers naming Pacvue and the 51 naming Criteo. In those answers Criteo took the first choice two times and Pacvue zero.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | |||||
| Grok 4.1 Fast | | |||||
| Mistral Small | | |||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | |||||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | |||||
| MiniMax M2.5 | | |||||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | |
Pacvue Criteo first choice named as an alternative argued againstblank: not namedEach cell is one answer, Pacvue on the left and Criteo on the right.The direct prompt
Pacvue first, Criteo not the choice
1 of 14 modelsCriteo was named in the answer but not as the choice, or not at all.Criteo first, Pacvue not the choice
1 of 14 modelsPacvue was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Pacvue7%#3 of 9Criteo2%#6 of 9What the models said about Pacvue
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“start with a management layer like Pacvue or Quartile for governance, cross-retailer reporting and approval workflows” Muse Glimmer 30B · paraphrase prompt · first choice
“If you are buying ads: Go with Pacvue. It is the most robust tool” Gemini 3.5 Flash · direct prompt · first choice
“Pacvue or Moloco would be strong choices” MiniMax M2.5 · paraphrase prompt · first choice
What the models said about Criteo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Platforms to AVOID with Limited Budgets ... Built for scale; requires large catalogs” Kimi K2 · budget prompt · hard negative
“entry threshold is high — self-serve starts around $10K/month ... likely too steep for a mid-market B2B company” DeepSeek V4 Flash · direct prompt · soft negative
“Criteo is also repeatedly listed as best for cross-device targeting in retail media shortlists.” Muse Glimmer 30B · direct prompt · first choice
“Choose Criteo if you want a self-service retail media platform with campaign management and performance reporting.” Perplexity Sonar · paraphrase prompt · alternative
“pair it with a multi-network platform like Pacvue or Criteo to manage campaigns centrally” GPT-5.4 mini · direct prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.