Two of fourteen models named Spotify Ads Manager first on the direct prompt; one named The Trade Desk. Spotify Ads Manager was named by fourteen of the fourteen models and The Trade Desk by nine and Spotify Ads Manager carries 58 labels and The Trade Desk 15, so the shares are not directly comparable.
Named in one category this edition.
By Trade Desk, Ventura, United States, founded 2009. Named in ten 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 audio and podcast advertising page.
| 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 |
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. Six of eight in this category shown.
“Cheap, broad self-serve buys—such as Spotify Ads Manager or AudioGO—if treated as proven acquisition channels rather than small tests.” Perplexity Sonar · negative prompt · soft negative
“Mixed but notable complaints about poor targeting, low conversion rates, and "programmatic" delivery that feels spammy or ineffective” Grok 4.20 · negative prompt · soft negative
“Ad Studio specifically has a 27% negative rate, meaning a significant number of users have had poor experiences with it” Mistral Small · negative prompt · soft negative
“Spotify offers a unified self-service platform that lets you target users listening to either music or spoken-word content within the Spotify app.” Qwen 3.7 Flash · comparative prompt · first choice
“the best audio advertising platform is often Spotify Ad Studio because it lets smaller advertisers run audio ads with relatively low minimums” GPT-5.4 mini · budget prompt · first choice
“Choose Spotify if you want self-serve access to a huge engaged audience with strong contextual targeting via music and podcast streaming.” Kimi K2 · comparative prompt · first choice
No label in this category carried a quote.
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.