SEO and content optimization platforms · September 2026 Edition
Surfer SEO vs Ubersuggest
Three of twelve models named Surfer SEO first on the direct prompt; zero named Ubersuggest. Surfer SEO was named by twelve of the twelve models and Ubersuggest by nine and Surfer SEO carries 56 labels and Ubersuggest 15, so the shares are not directly comparable.
Named in three categories this edition.
By Neil Patel. Named in three categories this edition.
First-choice share25%12%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate12%20%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#3A position in a field of 16; printed, not drawn.
Labels5615A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Surfer SEO reading right to left. Rank and label count are printed, not drawn.Semrush was named alongside these two in ten of the twelve direct answers. Surfer SEO vs Semrush · Semrush vs Ubersuggest
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
How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
Surfer SEOFirst choices, of twelve modelsUbersuggest
Direct30
Paraphrase90
Comparative50
Budget-constrained064 against Surfer SEO
Scale-constrained10
Negative103 against Surfer SEO · 3 against Ubersuggest
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.
The direct prompt
The plain question, one answer per model, grouped by where Surfer SEO and Ubersuggest stood in it.
Surfer SEO first, Ubersuggest not the choice
3 of 12 modelsUbersuggest was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashSemrush, Surfer SEO alternatives: Ahrefs, Clearscope, SE Ranking
Grok 4.1 FastSurfer SEO alternatives: Ahrefs, Clearscope, Frase, MarketMuse, Semrush
MiniMax M2.5Surfer SEO alternatives: Ahrefs, MarketMuse
Neither was the first choice, one was named
8 of 12 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Sight AI alternatives: Intero Digital, Stratabeat, Ubersuggest, Virayo, Writesonic
Perplexity SonarSemrush alternatives: Ahrefs, Clearscope, Surfer SEO
Mistral SmallHubSpot Content Hub, HubSpot Marketing Hub alternatives: Clearscope, MarketMuse, Semrush, Surfer SEO
DeepSeek V4 FlashSemrush alternatives: Ahrefs, Clearscope, MarketMuse, Surfer SEO
Llama 4 MaverickKeygrip alternatives: Ahrefs, Clearscope, Screaming Frog, Semrush, Surfer SEO
Qwen 3.7 FlashAhrefs, Semrush alternatives: Clearscope, HubSpot, SE Ranking, Screaming Frog, Sitebulb, Surfer SEO
Kimi K2Semrush alternatives: Ahrefs, Clearscope, MarketMuse, Screaming Frog, Surfer SEO
GLM 4.7 FlashXSemrush alternatives: Ahrefs, Clearscope, NeuronWriter, Surfer SEO
Neither was named
1 of 12 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniSemrush alternatives: Ahrefs, Clearscope, Conductor
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
Surfer SEO leads by seventeen points.
Surfer SEO23%#1 of 13Ubersuggest6%#7 of 13Mid-marketThe figures above
Surfer SEO leads by fourteen points.
Surfer SEO25%#1 of 16Ubersuggest12%#3 of 16Enterprise
Surfer SEO leads by two points.
Surfer SEO2%#7 of 13Ubersuggest0%#– of 13What the models said about Surfer SEO
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Surfer SEO — entry plan is $49/mo, but AI tracking requires pricier tiers; more expensive than Frase” DeepSeek V4 Flash · budget prompt · hard negative
“Content optimization platforms like Surfer SEO, Clearscope, Frase, or Rankability... they are highly dangerous when misused” Gemini 3.5 Flash · negative prompt · soft negative
“premium content editors (like Clearscope or Surfer SEO) often start around $100 to $140+ per month” Gemini 3.5 Flash · budget prompt · soft negative
“Ahrefs + Surfer SEO provides the best balance of comprehensive research capabilities and content optimization at $298/month” MiniMax M2.5 · direct prompt · first choice
“The Best All-Rounder: Surfer SEO ... Surfer is widely considered the market leader for real-time content optimization.” Qwen 3.7 Flash · paraphrase prompt · first choice
“Choose Surfer SEO if you want the most mature real-time optimization experience and produce content at volume” Kimi K2 · comparative 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 seven in this category shown.
“Ubersuggest | 42/100 (High) | Persistent quality complaints; often criticized for outdated features” GLM 4.7 FlashX · negative prompt · hard negative
“Persistent data quality complaints ... Don't make strategic decisions based on its data alone.” DeepSeek V4 Flash · negative prompt · soft negative
“Persistent quality complaints; data accuracy issues | Moderate” Kimi K2 · negative prompt · soft negative
“I’d pick Ubersuggest for most budget-conscious companies because it gives the broadest useful feature set at a relatively low entry price” Perplexity Sonar · budget prompt · first choice
“Ubersuggest stands out as the top overall pick for most small businesses needing both SEO and content optimization under $30/month” Grok 4.1 Fast · budget prompt · first choice
“My top recommendation: Start with Ubersuggest ($29/month) if you need keyword research and competitor analysis” Mistral Small · budget prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.