Five of fourteen models named BrandShield first on the direct prompt; zero named MarqVision. BrandShield was named by fourteen of the fourteen models and MarqVision by eleven and BrandShield carries 59 labels and MarqVision 15, 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, BrandShield and MarqVision were named in the same answer thirty-nine times, of the 157 answers naming BrandShield and the 50 naming MarqVision. In those answers MarqVision took the first choice five times and BrandShield three.
| 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.
“BrandShield is a brand protection platform that you should be cautious about or avoid” Mistral Small · negative prompt · hard negative
“BrandShield - Trustpilot Rating: 1.7/5 ... "They disregard owners and harass registrars"” GLM 4.7 FlashX · negative prompt · hard negative
“BrandShield — Enterprise-focused, expensive, requires custom quotes” Kimi K2 · budget prompt · hard negative
“Start with Red Points if you have marketplace/counterfeit concerns, or BrandShield if phishing and social impersonation are your primary threats.” Kimi K2 · direct prompt · first choice
“Recognized as a leader on G2 and awarded for cybersecurity breakthroughs, with a focus on both automated and human-led enforcement.” Mistral Small · comparative prompt · first choice
“The best brand protection platform for a mid-market B2B company is BrandShield, according to icoda.io.” Llama 4 Maverick · direct prompt · first choice
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
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.