Gane, the publisher, sells software in this category. Every product here is measured by the same method as in every other category. How the conflict is handled.
Eight of fourteen models named Semrush first on the direct prompt; zero named SE Ranking. Semrush was named by fourteen of the fourteen models and SE Ranking by eleven and Semrush carries 57 labels and SE Ranking 23, so the shares are not directly comparable.
Boston, United States, founded 2008. Named in six categories this edition.
United States, founded 2012. Named in six 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 SEO and content optimization platforms 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 4.20 | ||||||
| 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. Four of four in this category shown.
“Don't pay for expensive tools like Semrush ($139+/month)” MiniMax M2.5 · budget prompt · hard negative
“the best overall SEO and content optimization platform is a combination of Semrush (or Ahrefs) for research/strategy + Surfer SEO (or Clearscope) for content optimization” Grok 4.20 · direct prompt · first choice
“Best for: Full digital marketing suites, agencies, power users ... Largest keyword database (26.6B Google keywords)” Kimi K2 · comparative prompt · first choice
“For most mid-market B2B companies, Semrush is the best overall SEO and content optimization platform” Perplexity Sonar · 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.
“its current Core plan is $103.20/month billed annually, so it may not fit a tight budget” GPT-6 Luna · budget prompt · soft negative
“Safer starting points: Consider SE Ranking (budget-friendly all-in-one with good content features)” Grok 4.20 · negative prompt · first choice
“If you must choose only one platform to start, go with SE Ranking.” Qwen 3.7 Flash · budget 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.