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.
Six of fourteen models named Kompyte first on the direct prompt; zero named Visualping. Kompyte was named by thirteen of the fourteen models and Visualping by eleven and Kompyte carries 52 labels and Visualping 27, so the shares are not directly comparable.
Named in two categories this edition.
Named in two 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 November 2026 Edition, Kompyte and Visualping were named in the same answer sixty-six times, of the 171 answers naming Kompyte and the 98 naming Visualping. In those answers Visualping took the first choice seven times and Kompyte twenty-four.
| 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 |
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.
“Good entry point if you don’t have the budget for enterprise solutions yet, though coverage may be narrower.” Qwen 3.7 Flash · scale prompt · soft negative
“Risks include over-reliance on potentially biased/aggregated data and privacy issues in social scraping” Grok 4.20 · negative prompt · soft negative
“Good for monitoring mentions and basic tracking but lack Crayon's depth in B2B sales tools.” Grok 4.20 · direct prompt · soft negative
“I would start with: - Kompyte (or Crayon if you need more AI\u2011driven insights) \u2013 gives you the broadest coverage of competitor digital activity in a single dashboard.” MiniMax M2.5 · paraphrase prompt · first choice
“The Best All-In-One Choice: Kompyte ... Kompyte is widely considered the industry standard for mid-to-large market B2B companies.” Qwen 3.7 Flash · paraphrase prompt · first choice
“For most mid‑market B2B companies, Kompyte (now part of Semrush) is the best all‑around competitive intelligence tool.” GLM 4.7 FlashX · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“tools like Visualping ($100/mo) or ChangeTower ($9/mo) are cheap, be cautious” DeepSeek V4 Flash · negative prompt · soft negative
“Add your top 3 competitors' pricing and product pages into Visualping.” Gemini 3.5 Flash · budget prompt · first choice
“Best budget pick: Visualping.” GPT-6 Luna · budget prompt · first choice
“Visualping tracks specific website changes (e.g., pricing or product pages) via email alerts” Grok 4.20 · budget prompt · alternative
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.