Two of fourteen models named Bolster first on the direct prompt; two named MarqVision. Bolster was named by eleven of the fourteen models and MarqVision by thirteen and Bolster carries 19 labels and MarqVision 32, 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, Bolster and MarqVision were named in the same answer twenty-three times, of the 47 answers naming Bolster and the 74 naming MarqVision. In those answers MarqVision took the first choice one time and Bolster zero.
| 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. Three of four in this category shown.
“points to MarqVision and Bolster as the strongest fits due to their balance of AI-driven automation and human oversight” Qwen 3.7 Flash · direct prompt · first choice
“Bolster: Offers a free trial and a custom-quoted subscription model” Llama 4 Maverick · budget prompt · first choice
“My default pick: Bolster” GPT-6 Luna · 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.
“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
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.