SEO and content optimization platforms · October 2026 Edition
NeuronWriter vs Ubersuggest
Zero of fourteen models named NeuronWriter first on the direct prompt; zero named Ubersuggest. NeuronWriter was named by seven of the fourteen models and Ubersuggest by seven and both carry 10 labels, so the shares below are directly comparable.
Named in one category this edition.
By Neil Patel. Named in four categories this edition.
First-choice share7%7%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%30%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#6A position in a field of 12; printed, not drawn.
Labels1010Equal, which is what makes the shares comparable.
The two percentage rows are drawn on one 0 to 100 track, NeuronWriter reading right to left. Rank and label count are printed, not drawn.Semrush was named alongside these two in twelve of the fourteen direct answers. Semrush vs NeuronWriter · Semrush vs Ubersuggest · Surfer SEO vs NeuronWriter
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
NeuronWriterFirst choices, of fourteen modelsUbersuggest
Direct00
Paraphrase00
Comparative00
Budget-constrained44
Scale-constrained00
Negative103 against Ubersuggest
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where NeuronWriter and Ubersuggest stood in it.
| 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 | | |||||
| GPT-6 Luna | | |||||
| Muse Glimmer 30B | | |
NeuronWriter Ubersuggest first choice named as an alternative argued againstblank: not namedEach cell is one answer, NeuronWriter on the left and Ubersuggest on the right.The direct prompt
The plain question, one answer per model, grouped by where NeuronWriter and Ubersuggest stood in it.
Neither was named
14 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Semrush alternatives: Ahrefs, Moz, Surfer SEO, Writesonic
GPT-5.4 miniConductor alternatives: Clearscope, Semrush
Gemini 3.5 FlashClearscope, Semrush alternatives: Ahrefs, MarketMuse, Surfer SEO
Perplexity SonarSemrush alternatives: HubSpot Marketing Hub, MarketMuse, Surfer SEO
Grok 4.1 FastSemrush alternatives: Ahrefs, Clearscope, MarketMuse, SE Ranking, Surfer SEO
Mistral SmallAhrefs, Semrush alternatives: Clearscope, Google Keyword Planner, Google Search Console, HubSpot Marketing Hub, Screaming Frog SEO Spider, Surfer SEO
DeepSeek V4 FlashSemrush alternatives: Ahrefs, Clearscope, SE Ranking, Surfer SEO
Llama 4 MaverickSight AI
Qwen 3.7 FlashSemrush alternatives: Sight AI, Surfer SEO
Kimi K2Clearscope alternatives: Frase, Semrush, Surfer SEO
GLM 4.7 FlashXSemrush alternatives: Ahrefs, Clearscope, Surfer SEO
MiniMax M2.5Semrush alternatives: Conductor, SE Ranking, Sight AI
GPT-6 LunaSemrush alternatives: Conductor
Muse Glimmer 30BSurfer SEO alternatives: Clearscope, MarketMuse
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Ubersuggest leads by six points.
Ubersuggest11%#4 of 11NeuronWriter5%#6 of 11Mid-marketThe figures above
Level: the same share of first choices.
NeuronWriter7%#5 of 12Ubersuggest7%#6 of 12Enterprise
NeuronWriter is not named for this buyer.
NeuronWriter—not namedUbersuggest0%#– of 11What 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.
“NeuronWriter and alternatives with "Clean Record" ratings (Risk Score 7) appear to have fewer documented issues” Kimi K2 · negative prompt · first choice
“Best for Content Optimization: NeuronWriter ... NeuronWriter is the ultimate budget-friendly alternative.” Gemini 3.5 Flash · budget prompt · first choice
“Frase and NeuronWriter offer the best value for comprehensive content optimization on a tight budget.” Claude Haiku 4.5 · budget prompt · first choice
What the models said about Ubersuggest
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“listed by one reviewer among tools they do not recommend” Perplexity Sonar · negative prompt · hard negative
“Budget tool with persistent accuracy/quality gripes; fine for basics, but don't rely on it solo.” Grok 4.1 Fast · negative prompt · soft negative
“Ubersuggest's data accuracy ... lags behind premium tools like Ahrefs and Semrush by 20–40%” DeepSeek V4 Flash · negative prompt · soft negative
“Ubersuggest – Best Overall Budget Choice ... Why It Wins: Lowest starting price in the category” GLM 4.7 FlashX · budget prompt · first choice
“I'd suggest starting with Ubersuggest ($20/month) or Ranktracker (free tier)” MiniMax M2.5 · budget prompt · first choice
“Ubersuggest — Best Overall Budget Option” DeepSeek V4 Flash · budget prompt · first choice
Also compared
Semrush vs NeuronWriterSemrush vs UbersuggestSurfer SEO vs NeuronWriterSurfer SEO vs UbersuggestClearscope vs NeuronWriterClearscope vs UbersuggestSE Ranking vs NeuronWriterSE Ranking vs UbersuggestNeuronWriter vs AhrefsNeuronWriter vs FraseUbersuggest vs AhrefsUbersuggest vs FraseAll twenty-eight head-to-head pages and the full SEO standing
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.