Two of fourteen models named MarqVision first on the direct prompt; one named ZeroFox. MarqVision was named by thirteen of the fourteen models and ZeroFox by fourteen and MarqVision carries 32 labels and ZeroFox 27, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 brand protection platforms page.
Across every category in the October 2026 Edition, MarqVision and ZeroFox were named in the same answer twenty-six times, of the 74 answers naming MarqVision and the 82 naming ZeroFox. In those answers ZeroFox took the first choice one time and MarqVision two.
| 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.
“What to Avoid ... pricing starts at $25K–$100K/year—enterprise-focused” Kimi K2 · paraphrase prompt · hard negative
“rated strongest for scale but "its custom pricing and advanced features may not be suitable for small businesses with limited budgets."” Muse Glimmer 30B · budget prompt · soft negative
“the platform can be slow to remove reported listings... This lag in enforcement could leave your brand exposed” Mistral Small · negative prompt · soft negative
“Select Red Points or MarqVision if you sell physical goods and are losing major revenue to unauthorized copies of your products online.” Gemini 3.5 Flash · comparative prompt · first choice
“MarqVision (Best for E-Commerce & Mid-Market Brands) ... much more affordable than legacy enterprise competitors” Gemini 3.5 Flash · budget prompt · first choice
“the consensus among recent reviews points to MarqVision and Bolster as the strongest fits” 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. Six of eight in this category shown.
“ZeroFox ⚠️ User complaints include: Inefficient alerts ... Frequent false alarms” Kimi K2 · negative prompt · hard negative
“Don't pay for enterprise platforms (Red Points, BrandShield, ZeroFox)” DeepSeek V4 Flash · budget prompt · hard negative
“ZeroFox ... Why to avoid: Inefficient alerts” GLM 4.7 FlashX · negative prompt · hard negative
“ZeroFox is a top choice. It bridges the gap between traditional security and brand monitoring.” Gemini 3.5 Flash · direct prompt · first choice
“a good "sweet spot" for a mid-sized B2B company is BrandShield or ZeroFox” MiniMax M2.5 · paraphrase prompt · first choice
“ZeroFox is often considered the gold standard for Fortune 500 companies.” Qwen 3.7 Flash · comparative 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.