Zero of twelve models named Rankscale first on the direct prompt; zero named SE Ranking. Rankscale was named by ten of the twelve models and SE Ranking by nine and Rankscale carries 16 labels and SE Ranking 14, so the shares are not directly comparable.
Named in one category this edition.
United States, founded 2012. Named in three 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 AI visibility and answer engine tracking tools 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 |
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 four in this category shown.
“Best For: Absolute lowest entry price and actionable site diagnostics... it is exceptionally cost-effective.” Gemini 3.5 Flash · budget prompt · first choice
“Rankscale if you want the absolute lowest cost with the broadest platform coverage” Kimi K2 · budget prompt · first choice
“I recommend starting with RankScale AI ($20/month) or Otterly.AI ($29/month)” GLM 4.7 FlashX · budget 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.
“they should be treated with caution as your primary AI visibility solution.” Qwen 3.7 Flash · negative prompt · soft negative
“Start with SE Ranking if you want: - A balance of affordability and depth” Mistral Small · paraphrase prompt · first choice
“Best overall for a mid-sized B2B company: SE Ranking” 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.