Seven of twelve models named LinkedIn Campaign Manager first on the direct prompt; zero named Meta Ads. LinkedIn Campaign Manager was named by nine of the twelve models and Meta Ads by eleven and LinkedIn Campaign Manager carries 12 labels and Meta Ads 28, so the shares are not directly comparable.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in eight categories this edition.
By Meta Platforms, Menlo Park, United States, founded 2004. Named in six 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 Meta Ads were named in the same answer forty-one times, of the 163 answers naming LinkedIn Campaign Manager and the 170 naming Meta Ads. In those answers Meta Ads took the first choice ten times and LinkedIn Campaign Manager seven.
| 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. Three of three in this category shown.
“Significant fraud problem: ... Meta earns approximately 10% of its revenue (~$16 billion) from scam ads” MiniMax M2.5 · negative prompt · hard negative
“Meta (Facebook & Instagram) and TikTok offer the best combination of low entry costs and high return on investment for most small businesses.” Qwen 3.7 Flash · budget prompt · first choice
“Meta (Facebook/Instagram) | Performance, e-commerce | Strong engagement, built-in creative tools, excellent for short-form video” MiniMax M2.5 · comparative 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.