Choozle vs AdRoll ABM
Zero of fourteen models named Choozle first on the direct prompt; four named AdRoll ABM. Choozle was named by ten of the fourteen models and AdRoll ABM by eleven and Choozle carries 17 labels and AdRoll ABM 18, so the shares are not directly comparable.
Named in one category this edition.
By AdRoll, San Francisco, United States, founded 2007. Named in thirteen 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 programmatic and display advertising page.
By framing
ChoozleFirst choices, of fourteen modelsAdRoll ABM
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 4.20 | | | | |||
| 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 | | | |
Choozle AdRoll ABM first choice named as an alternative argued againstblank: not namedEach cell is one answer, Choozle on the left and AdRoll ABM on the right.The direct prompt
AdRoll ABM first, Choozle not the choice
4 of 14 modelsChoozle was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
4 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
Choozle17%#2 of 17AdRoll ABM0%#– of 17What the models said about Choozle
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Choozle and SmartyAds represent the best balance of affordability, features, and accessibility” DeepSeek V4 Flash · budget prompt · first choice
“The best programmatic advertising platform for a company with a limited budget is Choozle or AdRoll” Llama 4 Maverick · budget prompt · first choice
“Choozle – Strong alternative with enterprise‑grade features and a simple self‑serve interface.” GLM 4.7 FlashX · budget prompt · first choice
What the models said about AdRoll ABM
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“If your primary goal is Account-Based Marketing (ABM) tightly connected to your CRM ... start with RollWorks.” Gemini 3.5 Flash · paraphrase prompt · first choice
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.