# AdRoll vs Choozle: which do AI models recommend for programmatic, September 2026

GTM AI Recommendation Index, September 2026 Edition, Programmatic and display advertising. Zero of twelve models named AdRoll first on the direct prompt; zero named Choozle. Page: https://gtm-ai-index.com/marketing/programmatic-and-display-advertising/adroll-vs-choozle/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| AdRoll | 13% | #2 of 14 | 10% | 10 | 9 of 12 |
| Choozle | 4% | #4 of 14 | 23% | 13 | 9 of 12 |

## The direct prompt, model by model

- Gemini 3.5 Flash: neither first, one named (first choices: StackAdapt) (alternatives: AdRoll ABM, Choozle, Metadata.io)
- Claude Haiku 4.5: neither named (first choices: StackAdapt) (alternatives: AdRoll ABM, Hey Sid, LinkedIn Campaign Manager)
- GPT-5.4 mini: neither named (first choices: AdRoll ABM) (alternatives: 6sense, Demandbase)
- Perplexity Sonar: neither named (first choices: StackAdapt) (alternatives: Basis, DV360, Demandbase, The Trade Desk)
- Grok 4.1 Fast: neither named (first choices: StackAdapt) (alternatives: Demandbase, Google Display & Video 360, Hey Sid, LinkedIn Campaign Manager)
- Mistral Small: neither named (first choices: StackAdapt) (alternatives: AdRoll ABM, Hey Sid)
- DeepSeek V4 Flash: neither named (first choices: StackAdapt) (alternatives: AdRoll ABM, Demandbase, Hey Sid, LinkedIn Campaign Manager)
- Llama 4 Maverick: neither named (first choices: StackAdapt)
- Qwen 3.7 Flash: neither named (first choices: The Trade Desk) (alternatives: Demandbase, Google Display & Video 360, Zeta Global)
- Kimi K2: neither named (first choices: StackAdapt) (alternatives: AdRoll ABM, Hey Sid)
- GLM 4.7 FlashX: neither named (first choices: StackAdapt) (alternatives: AdRoll ABM, Amazon DSP, Google Display & Video 360)
- MiniMax M2.5: neither named (first choices: StackAdapt) (alternatives: Google Display & Video 360, Hey Sid, The Trade Desk)

## What the models said about AdRoll

- "More e-commerce/retargeting focused; weaker as a full programmatic DSP" (DeepSeek V4 Flash, paraphrase prompt, soft negative)
- "Best default choice: AdRoll — lowest barrier to entry (no minimum, pay-as-you-go), easy setup, built for small businesses" (DeepSeek V4 Flash, budget prompt, first choice)
- "AdRoll is a household name for a reason. It is built specifically for growing brands and e-commerce stores." (Gemini 3.5 Flash, budget prompt, first choice)
- "AdRoll edges out for versatility at tiny budgets based on reviews and accessibility." (Grok 4.1 Fast, budget prompt, first choice)

## What the models said about Choozle

- "If your monthly budget is under $2,000, Choozle is no longer the most cost-effective option." (Gemini 3.5 Flash, budget prompt, hard negative)
- "Straightforward self-serve DSP but requires ~$15K/90 days (better at slightly higher budgets)" (DeepSeek V4 Flash, budget prompt, soft negative)
- "Good self-serve DSPs (4.6/5 G2), but practical mins ~$5K–$15K/90 days" (Grok 4.1 Fast, budget prompt, soft negative)
- "Start with Choozle if you want a balance of premium inventory access and manageable minimums" (GLM 4.7 FlashX, budget prompt, first choice)
- "start with AdRoll or Choozle—they're designed for smaller advertisers" (MiniMax M2.5, budget prompt, first choice)
- "like AdRoll and Choozle, can operate with budgets of a few hundred dollars a month" (Llama 4 Maverick, budget prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.