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.
Five of fourteen models named Crayon first on the direct prompt; zero named Semrush. Both were named by all fourteen models and Crayon carries 63 labels and Semrush 58, so the shares are not directly comparable.
Named in three categories this edition.
Boston, United States, founded 2008. Named in six 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, Crayon and Semrush were named in the same answer 128 times, of the 330 answers naming Crayon and the 355 naming Semrush. In those answers Semrush took the first choice eight times and Crayon twenty-six.
| 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. Four of four in this category shown.
“Avoid enterprise tools like Klue, Crayon, Contify, and Similarweb (full versions)” DeepSeek V4 Flash · budget prompt · hard negative
“Crayon: A competitor intelligence platform ... best suited for product marketing and competitive intelligence teams at mid-size and enterprise B2B companies.” Llama 4 Maverick · paraphrase prompt · first choice
“Best Overall: Crayon ... Consistently rated as the best all-around CI platform for mid-market and enterprise teams” Kimi K2 · direct prompt · first choice
“The Best All-Rounder: Crayon ... widely considered the gold standard for mid-market and large enterprises” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Expensive (especially for small teams; complaints about hidden fees, trials turning into charges, and hard cancellations). Steep learning curve.” Grok 4.20 · negative prompt · soft negative
“Similarweb and Semrush provide modeled estimates, so use them for directional comparisons—not precise traffic, revenue, or conversion claims.” Perplexity Sonar · negative prompt · soft negative
“Recurring negatives cite high pricing, steep learning curve, occasional data discrepancies, and some navigation or feature limitations.” Muse Glimmer 30B · negative prompt · soft negative
“the *best "all‑in‑one"* for most small companies is SEMrush ... It's the most comprehensive single tool at a price most startups can justify.” MiniMax M2.5 · 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.