Zero of fourteen models named MarqVision first on the direct prompt; zero named Fortra Brand Protection. MarqVision was named by eleven of the fourteen models and Fortra Brand Protection by eight and MarqVision carries 15 labels and Fortra Brand Protection 11, 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 November 2026 Edition, MarqVision and Fortra Brand Protection were named in the same answer nine times, of the 50 answers naming MarqVision and the 28 naming Fortra Brand Protection. In those answers Fortra Brand Protection took the first choice zero times and MarqVision one.
| 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. Three of four in this category shown.
“For an ecommerce brand with counterfeits, compare Red Points, Corsearch and MarqVision.” GPT-6 Luna · comparative prompt · first choice
“Best for E-Commerce & Counterfeit Goods: MarqVision or Red Points (Starter Tier)” Gemini 3.5 Flash · budget prompt · first choice
“Designed for mid-market buyers seeking more oversight than fully automated tools without enterprise-level pricing” Perplexity Sonar · direct prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“It has industry-leading detection and rapid takedown capabilities, and can monitor and automate takedowns across web, social media, mobile apps, and the dark web.” Llama 4 Maverick · paraphrase prompt · first choice
“Teams that want substantial analyst-led monitoring and response for phishing and impersonation threats.” GPT-6 Luna · comparative prompt · alternative
“Fortra emphasizes dark web monitoring and social/phishing protection.” Grok 4.20 · paraphrase 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.