SE Ranking vs Frase
Zero of twelve models named SE Ranking first on the direct prompt; zero named Frase. SE Ranking was named by eleven of the twelve models and Frase by twelve and SE Ranking carries 24 labels and Frase 41, so the shares are not directly comparable.
United States, founded 2012. Named in three categories this edition.
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 SEO and content optimization platforms page.
By framing
SE RankingFirst choices, of twelve modelsFrase
Across every category in the September 2026 Edition, SE Ranking and Frase were named in the same answer forty-nine times, of the 100 answers naming SE Ranking and the 113 naming Frase. In those answers Frase took the first choice ten times and SE Ranking four.
Every model, every framing
| 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 | | | |
SE Ranking Frase first choice named as an alternative argued againstblank: not namedEach cell is one answer, SE Ranking on the left and Frase on the right.The direct prompt
Neither was the first choice, one was named
3 of 12 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
9 of 12 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
SE Ranking6%#5 of 16Frase4%#7 of 16SE Ranking0%#– of 13Frase0%#12 of 13What the models said about SE Ranking
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“SE Ranking is solid for agencies and cost-conscious teams, but may fall short for enterprises needing deeper backlink analysis or more advanced SEM integration” Perplexity Sonar · negative prompt · soft negative
“SE Ranking jumped significantly (now ~$103+/mo)” Qwen 3.7 Flash · budget prompt · soft negative
“The best SEO and content optimization platform for a company with a limited budget is SE Ranking, which costs $55/month” Llama 4 Maverick · budget prompt · first choice
“or SE Ranking ($44/month) if you want a complete SEO platform including content optimization features” Mistral Small · budget prompt · first choice
What the models said about Frase
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Frase - Low-cost option with user reports of inaccurate recommendations” Mistral Small · negative prompt · hard negative
“Criticized as "dead" in 2026—doesn't account for LLMs” GLM 4.7 FlashX · negative prompt · hard negative
“excellent tools when used correctly, but they are highly dangerous when misused” Gemini 3.5 Flash · negative prompt · soft negative
“Frase gives you content briefs and optimization at a fraction of the cost... it offers the most functionality per dollar” Claude Haiku 4.5 · budget prompt · first choice
“Frase is the best starting point for most small companies” GPT-5.4 mini · budget prompt · first choice
“Budget-conscious | Frase | $15/month” Kimi K2 · negative 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.