BrandShield vs Fortra Brand Protection
Five of fourteen models named BrandShield first on the direct prompt; zero named Fortra Brand Protection. BrandShield was named by fourteen of the fourteen models and Fortra Brand Protection by eight and BrandShield carries 59 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.
By framing
BrandShieldFirst choices, of fourteen modelsFortra Brand Protection
Across every category in the November 2026 Edition, BrandShield and Fortra Brand Protection were named in the same answer twenty-three times, of the 157 answers naming BrandShield and the 28 naming Fortra Brand Protection. In those answers Fortra Brand Protection took the first choice one time and BrandShield two.
Every model, every framing
| 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 | | | |
BrandShield Fortra Brand Protection first choice named as an alternative argued againstblank: not namedEach cell is one answer, BrandShield on the left and Fortra Brand Protection on the right.The direct prompt
BrandShield first, Fortra Brand Protection not the choice
5 of 14 modelsFortra Brand Protection was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
BrandShield9%#3 of 11Fortra Brand Protection0%#– of 11BrandShield19%#2 of 11Fortra Brand Protection2%#7 of 11BrandShield16%#2 of 10Fortra Brand Protection2%#9 of 10What the models said about BrandShield
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
What the models said about Fortra Brand Protection
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.