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

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

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| StackAdapt | 61% | #1 of 14 | 7% | 54 | 12 of 12 |
| Choozle | 4% | #4 of 14 | 23% | 13 | 9 of 12 |

## The direct prompt, model by model

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

## What the models said about StackAdapt

- "Why avoid: If CTV represents over 40% of planned spend, these platforms should be eliminated" (GLM 4.7 FlashX, negative prompt, hard negative)
- "StackAdapt if CTV is a major share of your budget, you need access to major walled gardens" (Perplexity Sonar, negative prompt, soft negative)
- "I'd choose StackAdapt for most companies with a limited budget because it is the most consistently recommended *low-to-mid budget* platform" (Perplexity Sonar, budget prompt, first choice)
- "Highly regarded for its intuitive UI, excellent customer support, absence of heavy minimum spends, and robust AI-driven optimizations" (Gemini 3.5 Flash, scale prompt, first choice)
- "StackAdapt is a standout here. It requires no ad-ops specialist... For B2B / ABM campaigns: Start with StackAdapt." (Qwen 3.7 Flash, scale 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.