One of fourteen models named Triton Digital first on the direct prompt; zero named Spotify Ad Studio. Triton Digital was named by ten of the fourteen models and Spotify Ad Studio by eight and Triton Digital carries 13 labels and Spotify Ad Studio 10, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 audio and podcast advertising page.
Across every category in the October 2026 Edition, Triton Digital and Spotify Ad Studio were named in the same answer ten times, of the 43 answers naming Triton Digital and the 39 naming Spotify Ad Studio. In those answers Spotify Ad Studio took the first choice two times and Triton Digital two.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“1. Triton Digital: Offers 100B+ monthly impressions with native integration with The Trade Desk.” Llama 4 Maverick · direct prompt · first choice
“Best for Programmatic/Premium Inventory ... Best when you want to buy premium audio inventory at scale” MiniMax M2.5 · paraphrase prompt · alternative
“fits buyers and publishers wanting to plug into a broad audio exchange with established measurement” Claude Haiku 4.5 · comparative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Spotify, Pandora, Amazon Music, and similar major platforms are not "avoid" platforms by default; they are widely used, but they still have limitations in measurement, targeting, and addressability” Perplexity Sonar · negative prompt · soft negative
“Spotify says Spotify Ad Analytics is not integrated with Spotify Ad Studio. That makes Ad Studio worth checking carefully” GPT-6 Luna · negative prompt · soft negative
“the "best" audio advertising platform is not a consumer-facing giant like Spotify or Pandora directly” Gemini 3.5 Flash · direct prompt · soft negative
“Start with Spotify Ad Studio for streaming audio + podcast reach, test creative and audience with the $250 minimum” Muse Glimmer 30B · paraphrase prompt · first choice
“If you want a simpler, more budget-friendly place to start, I'd recommend Spotify Ad Studio for self-serve buying.” GPT-5.4 mini · paraphrase prompt · alternative
“Best for Brand Awareness with Younger Professionals ... Limitation: Only reaches Spotify listeners (closed ecosystem)” Kimi K2 · 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.