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Email security · October 2026 Edition

SpamTitan vs Abnormal AI

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.

SpamTitan

accepted challenger

Named in one category this edition.

Abnormal AI

accepted challenger

Named in three categories this edition.

First-choice share16%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%2%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#7A position in a field of 9; printed, not drawn.
Labels1942A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, SpamTitan reading right to left. Rank and label count are printed, not drawn.Proofpoint Email Protection was named alongside these two in nine of the fourteen direct answers. Microsoft Defender for Office 365 vs SpamTitan · Microsoft Defender for Office 365 vs Abnormal AI · SpamTitan vs Mimecast Email Security

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.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
SpamTitanFirst choices, of fourteen modelsAbnormal AI
Direct02
Paraphrase00
Comparative03
Budget-constrained80
Scale-constrained00
Negative031 against Abnormal AI
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where SpamTitan and Abnormal AI stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
SpamTitan Abnormal AI first choice named as an alternative argued againstblank: not namedEach cell is one answer, SpamTitan on the left and Abnormal AI on the right.

The direct prompt

The plain question, one answer per model, grouped by where SpamTitan and Abnormal AI stood in it.

Abnormal AI first, SpamTitan not the choice

2 of 14 modelsSpamTitan was named in the answer but not as the choice, or not at all.
DeepSeek V4 FlashAbnormal AI alternatives: Check Point Harmony Email & Collaboration, Microsoft Defender for Office 365, Proofpoint Email Protection
GPT-6 LunaAbnormal AI alternatives: Microsoft Defender for Office 365, Mimecast Email Security, Proofpoint Email Protection

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.
GPT-5.4 miniMicrosoft Defender for Office 365 alternatives: Abnormal AI, Mimecast Email Security, Proofpoint Email Protection
Gemini 3.5 FlashCheck Point Harmony Email & Collaboration alternatives: Abnormal AI, Barracuda Email Protection, IRONSCALES
Grok 4.1 FastProofpoint 365 Total Protection alternatives: Abnormal AI, Mimecast Email Security
Qwen 3.7 FlashProofpoint Email Protection alternatives: Abnormal AI, IRONSCALES, Microsoft Defender for Office 365
Kimi K2IRONSCALES alternatives: Abnormal AI, Mimecast Email Security, Proofpoint Email Protection
GLM 4.7 FlashXMicrosoft Defender for Office 365 alternatives: Abnormal AI, Barracuda Integrated Email Protection, IRONSCALES, Proofpoint Email Protection
Muse Glimmer 30BProofpoint Email Protection alternatives: Abnormal AI, Barracuda Email Protection, Check Point Harmony Email & Collaboration, Guardian Digital, Microsoft Defender for Office 365, ThreatDown Email Security, Trustifi

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Barracuda Email Protection alternatives: IRONSCALES, Mimecast Email Security, Proofpoint Email Protection
Perplexity SonarMicrosoft Defender for Office 365 alternatives: Check Point Harmony Email & Collaboration, Mimecast Email Security
Mistral SmallCheck Point Harmony Email & Collaboration, Proofpoint Email Protection alternatives: Mimecast Email Security, Symantec Email Security.cloud
Llama 4 Maverickno first choice
MiniMax M2.5Check Point Harmony Email & Collaboration, Mimecast Email Security

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

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
SpamTitan leads by nine points.
SpamTitan11%#4 of 10
Abnormal AI2%#9 of 10
The full small business standing →
Mid-marketThe figures above
SpamTitan leads by twelve points.
SpamTitan16%#2 of 9
Abnormal AI4%#7 of 9
The full mid-market standing →
Enterprise
The order flips: Abnormal AI leads at enterprise.
Abnormal AI10%#3 of 8
SpamTitan0%#– of 8
The full enterprise standing →

What the models said about SpamTitan

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

What the models said about Abnormal AI

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
Also compared

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.