| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Video advertising | Marketing | 7% | 5 of 121 | 0% | 28 | accepted challenger |
| Programmatic and display advertising | Marketing | 0% | 15 of 96 | 0% | 6 | under 10 labels · led by StackAdapt at 61% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 2 | 1 | 0 | 0 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 1 | 4 | 2 | 0 | 7 |
| Perplexity Sonar | 0 | 4 | 0 | 0 | 4 |
| Grok 4.1 Fast | 0 | 3 | 1 | 0 | 4 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 3 | 2 | 0 | 5 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 3 | 0 | 0 | 3 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“My strong recommendation: Start with Vibe.co for its B2B-specific features, account-based targeting capabilities, and mid-market pricing.” GLM 4.7 FlashX · Video ads · paraphrase prompt · first choice
“Vibe.co is the top-rated self-serve option — 100% direct premium inventory, campaigns from $50/day, and built-in incrementality measurement.” Claude Haiku 4.5 · Video ads · comparative prompt · first choice
“The Best for Pure Self-Serve & Low Budgets: Vibe.co ... is an outstanding entry point.” Gemini 3.5 Flash · Video ads · paraphrase prompt · first choice
“## Best Overall Option: Vibe.co” Claude Haiku 4.5 · Video ads · paraphrase prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 17 of the 87 answers that named Vibe.co and are not a share of its labels.
Eighty-three of the eighty-three domain citations in answers naming Vibe.co came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Vibe.co's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Vibe.co, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at vibecoder.me is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.