NeuronWriter vs Ahrefs
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.
Zero of fourteen models named NeuronWriter first on the direct prompt; one named Ahrefs. NeuronWriter was named by eleven of the fourteen models and Ahrefs by fourteen and NeuronWriter carries 16 labels and Ahrefs 52, so the shares are not directly comparable.
Named in one category this edition.
Singapore, Singapore, founded 2010. Named in nine 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.
By framing
NeuronWriterFirst choices, of fourteen modelsAhrefs
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 4.20 | | | | | | |
| 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 | | | |
NeuronWriter Ahrefs first choice named as an alternative argued againstblank: not namedEach cell is one answer, NeuronWriter on the left and Ahrefs on the right.The direct prompt
Ahrefs first, NeuronWriter not the choice
1 of 14 modelsNeuronWriter was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 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
NeuronWriter5%#6 of 14Ahrefs2%#11 of 14NeuronWriter12%#4 of 14Ahrefs2%#8 of 14Ahrefs4%#6 of 11NeuronWriter—not namedWhat the models said about NeuronWriter
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“The best SEO and content optimization platform for a company with a limited budget is NEURONwriter, which starts at $19/month.” Llama 4 Maverick · budget prompt · first choice
“If your budget is under $20/mo and you want to write content that ranks: Go with NeuronWriter” Gemini 3.5 Flash · budget prompt · first choice
“For a limited budget, I'd pick NEURONwriter if content optimization is a major priority.” GPT-6 Luna · budget prompt · first choice
What the models said about Ahrefs
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 overall all-in-one SEO tool, known for in-depth keyword analysis, technical SEO, backlink audits, and competitor analysis.” Mistral Small · comparative prompt · first choice
“If you need to fix site bugs, build links, and track rankings: Choose Ahrefs or Semrush.” Gemini 3.5 Flash · comparative prompt · first choice
“Semrush and Ahrefs emerge as the top recommendations for mid-market B2B companies” MiniMax M2.5 · direct 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.