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Index › Products › Abnormal AI › Alternatives · October 2026 Edition
One category · what the models named instead

Alternatives to Abnormal AI, as AI models named them

In the October 2026 Edition, 178 of the 252 answers collected in the one category where Abnormal AI holds a standing named it neither as a first choice nor as an alternative. These are the products those answers put first, category by category and buyer by buyer. The output is the models' output.

Named instead, most often
First choices in the 178 answers that did not name Abnormal AI, every category and segment above added together; a product can be counted in several. Each category below keeps its own denominator.

Email security

Security operations. Six framings, fourteen models, one answer each per buyer segment; an answer counts here when Abnormal AI is not its first choice or an alternative in it.
Small businessAbnormal AI is #9 of 10 here at 2% of first choices, 19 labels.

Seventy-one of the eighty-four answers did not name Abnormal AI; it was the first choice in three. The first choices in those seventy-one answers, fourteen products in all, the eight most named:

6 more in the record.The full small business standing →
Mid-marketAbnormal AI is #7 of 9 here at 4% of first choices, 42 labels.

Fifty-six of the eighty-four answers did not name Abnormal AI; it was the first choice in eight. The first choices in those fifty-six answers, ten products in all, the eight most named:

2 more in the record.The full mid-market standing →
EnterpriseAbnormal AI is #3 of 8 here at 10% of first choices, 47 labels.

Fifty-one of the eighty-four answers did not name Abnormal AI; it was the first choice in nine. The first choices in those fifty-one answers, six products in all:

The full enterprise standing →

How to read this

A category is asked six ways of each of fourteen models on behalf of each buyer segment, so a segment is eighty-four answers. An answer belongs on this page when the judge labeled Abnormal AI neither its first choice nor an alternative in it; the products listed are the first choices those answers made, counted once per answer. An answer that named nothing first, or named Abnormal AI only in passing, is in the denominator and adds to no product. The counts are not the category standing, which is on the category page with its share and rank; they are the same record read from Abnormal AI's side.

Every answer and every label behind these figures is in the record, sent on request. The output is the models' output; nothing here is a recommendation by the index, and a product named instead of Abnormal AI was named by a model, not endorsed by anyone.