Zero of fourteen models named SpamTitan first on the direct prompt; two named Abnormal AI. SpamTitan was named by twelve of the fourteen models and Abnormal AI by fourteen and SpamTitan carries 19 labels and Abnormal AI 42, so the shares are not directly comparable.
Named in one category this edition.
Named in three categories 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 email security page.
Across every category in the October 2026 Edition, SpamTitan and Abnormal AI were named in the same answer nineteen times, of the 49 answers naming SpamTitan and the 111 naming Abnormal AI. In those answers Abnormal AI took the first choice four times and SpamTitan 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 4.1 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.
“The best email security platform for a company with a limited budget is SpamTitan, which is a budget-friendly spam and malware filtering solution for SMBs and MSPs” Llama 4 Maverick · budget prompt · first choice
“Specifically mentioned as "budget-friendly" and "solid choice for budget-conscious teams"... For smallest budgets: Start with SpamTitan or Barracuda” MiniMax M2.5 · budget prompt · first choice
“Barracuda and SpamTitan are consistently highlighted as the most affordable and accessible options” Claude Haiku 4.5 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Abnormal Security (caution, not avoid)” DeepSeek V4 Flash · negative prompt · soft negative
“I'd shortlist Abnormal AI as the best add-on for catching business-email-compromise (BEC), vendor impersonation, and other attacks that slip past standard filtering” GPT-6 Luna · direct prompt · first choice
“Abnormal Security is the top AI-native option for teams that need API-based detection of social-engineering attacks without gateway overhead.” Muse Glimmer 30B · comparative prompt · first choice
“These solutions (such as Abnormal Security, Avanan, or Sublime) connect directly to your email provider via native APIs.” Gemini 3.5 Flash · negative 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.