Zero of fourteen models named SpyFu first on the direct prompt; zero named Visualping. SpyFu was named by thirteen of the fourteen models and Visualping by eleven and SpyFu carries 19 labels and Visualping 17, so the shares are not directly comparable.
Named in two 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 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 competitive intelligence tools page.
Across every category in the October 2026 Edition, SpyFu and Visualping were named in the same answer forty-one times, of the 73 answers naming SpyFu and the 99 naming Visualping. In those answers Visualping took the first choice nine times and SpyFu seven.
| 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 |
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. Six of eight in this category shown.
“Verdict: Use only for basic PPC keyword research, not for comprehensive competitive intelligence.” GLM 4.7 FlashX · negative prompt · hard negative
“Examples to scrutinize: Tools like some SEO/spy suites (e.g., SpyFu, certain features in SEMrush/Ahrefs) or generic scrapers.” Grok 4.1 Fast · negative prompt · soft negative
“Tools like Semrush, Ahrefs, and SpyFu ... are not full competitive-intelligence platforms” Perplexity Sonar · negative prompt · soft negative
“For the tightest budget, SpyFu appears to be the most cost-effective option specifically designed for competitor research.” MiniMax M2.5 · budget prompt · first choice
“My top overall recommendation: If you can afford ~$29/month, SpyFu gives you the most actionable competitive intelligence” DeepSeek V4 Flash · budget prompt · first choice
“Best low-budget choice: SpyFu—if your competitive intelligence is mainly about SEO and Google Ads.” GPT-6 Luna · budget 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.
“some tiers of Owler, Visualping, or Google Alerts) are not full CI tools” Qwen 3.7 Flash · negative prompt · soft negative
“the best single starting tool is usually Visualping if your main need is tracking changes on competitors’ websites” Perplexity Sonar · budget prompt · first choice
“Top Recommendation: Visualping (Free tier; paid from ~$10-14/month)” Grok 4.1 Fast · 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.