Zero of fourteen models named TikTok Ads first on the direct prompt; zero named Google Display & Video 360. TikTok Ads was named by fourteen of the fourteen models and Google Display & Video 360 by eight and TikTok Ads carries 34 labels and Google Display & Video 360 10, so the shares are not directly comparable.
By TikTok, Ireland, founded 2016. Named in seven categories this edition.
By Google, Mountain View, California, United States, founded 1998. Named in three 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 video 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 4.1 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. Five of six in this category shown.
“The "Trap" to Watch Out For: TikTok Ads ... TikTok is physically too expensive to start with, and you should stick to YouTube or Meta.” Gemini 3.5 Flash · budget prompt · hard negative
“avoid broad auto-placement on TikTok/X/LinkedIn video without whitelist testing” Muse Glimmer 30B · negative prompt · hard negative
“Start with TikTok Ads if your audience is under 35, or Facebook/Instagram if you need more precise targeting.” Kimi K2 · budget prompt · first choice
“Use YouTube or TikTok if you want the largest audience and strong creative engagement.” Perplexity Sonar · comparative prompt · first choice
“running video ads directly *on-platform* (e.g., Instagram Reels, TikTok Feed, Facebook Feed) is highly effective” Gemini 3.5 Flash · negative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Choose Display & Video 360 if you need more advanced programmatic buying, richer audience targeting, and more control across CTV and premium video.” GPT-5.4 mini · 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.