Seven of twelve models named LinkedIn Campaign Manager first on the direct prompt; zero named TikTok Ads. LinkedIn Campaign Manager was named by nine of the twelve models and TikTok Ads by twelve and LinkedIn Campaign Manager carries 12 labels and TikTok Ads 33, so the shares are not directly comparable.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in eight categories this edition.
By TikTok, Ireland, founded 2016. Named in five categories this edition.
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; every quote names the model and the prompt it came from. Both figures come from the video advertising page.
Across every category in the September 2026 Edition, LinkedIn Campaign Manager and TikTok Ads were named in the same answer twenty-seven times, of the 163 answers naming LinkedIn Campaign Manager and the 123 naming TikTok Ads. In those answers TikTok Ads took the first choice three times and LinkedIn Campaign Manager 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 |
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 three in this category shown.
“Usually not best for a limited budget because it tends to be expensive, but useful for B2B.” GPT-5.4 mini · budget prompt · soft negative
“If your target audience is highly niche and requires exact title targeting, start with LinkedIn Video Ads.” Gemini 3.5 Flash · direct prompt · first choice
“LinkedIn Ads (primary) + YouTube Ads (awareness) + StackAdapt (programmatic scale)” Kimi K2 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“High IVT rates ... strict policies leading to frequent account bans/suspensions ... complaints of funds withheld” Grok 4.1 Fast · negative prompt · hard negative
“Fraudulent Advertisers: Similar issues to Meta, with many scammers posing as legitimate brands” GLM 4.7 FlashX · negative prompt · hard negative
“Meta (Facebook & Instagram) and TikTok offer the best combination of low entry costs and high return on investment” Qwen 3.7 Flash · budget prompt · first choice
“For the absolute most limited budget, start with TikTok for its lowest entry costs and highest engagement rates” Kimi K2 · budget prompt · first choice
“For your size, self-serve platforms like Meta/Google scale well initially, with programmatic for advanced needs.” Grok 4.1 Fast · scale 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.