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Aikido Security

What ChatGPT, Claude, Gemini & Grok actually say · August 2026

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The verdict

Aikido Security appears in 2 AI-ranked categories — best position #4 for ai code security scanner.

Positioning brief — for the Aikido Security team

Why the models put Aikido Security at #4 for ai code security scanner

  • Best value and breadth-per-dollar GPT · Claudewinning on breadth-per-dollar rather than SAST depth.
  • Broad first-party, dependency, and IaC coverage GPT · Claudeacross first-party code, dependencies and IaC
  • Low-noise scanning with AI Autofix PRs GPT · Claudelow-noise PR scanning plus reviewable, test-validated AutoFix pull requests
  • Simple without heavy AppSec administration GPT · Claudeunusually broad coverage without heavy AppSec administration

What the models credit GitHub Copilot Autofix (#1) with — and don’t credit Aikido Security

  • CodeQL mature data-flow analysis Claude · Gemini · Grok · GPTCodeQL’s mature data-flow analysis
  • Deep native GitHub PR integration Claude · Gemini · Grok · GPTDeep native integration into GitHub PR workflow
  • Zero pipeline setup Claude · Geminizero pipeline setup

What would move the rank — the models’ fix lines, unified

  • Less configurable and battle-tested GPTLess configurable and battle-tested for highly specialized enterprise SAST programs
  • First-party analysis lacks SAST depth GPT · Claudeits first-party analysis is shallower than CodeQL/Semgrep
  • Security-mature organizations will outgrow it GPT · Claudesecurity-mature orgs will outgrow it.

Restructured from verbatim model output · nothing invented · every quote machine-verified

#4🛡 Best AI code security scanner2/4 models · updated 2026-07-15
GPT #1Claude #5Gemini Grok

Best overall value: low-noise PR scanning plus reviewable, test-validated AutoFix pull requests across first-party code, dependencies and IaC; unusually broad coverage without heavy AppSec administration

Claude Best value for small-to-mid teams — bundles SAST, secrets, IaC, and dependency scanning with AI Autofix that opens fix PRs, aggressive noise-filtering, and simple per-seat pricing; near-tie with Corgea, winning on breadth-per-dollar rather than SAST depth.

Where Aikido Security falls short, per the models

  • GPT Less configurable and battle-tested for highly specialized enterprise SAST programs than mature heavyweight suites
  • Claude A consolidation play, not a depth play — its first-party analysis is shallower than CodeQL/Semgrep, so security-mature orgs will outgrow it.

Poll history — On this board 1 of 2 polls since Jul 13 — off it in the latest

#5

Top alternatives per the models: GitHub Copilot Autofix · Snyk · Semgrep · ZeroPath

GPT #5Claude Gemini

Strong value for lean teams needing SAST, dependency, secrets and IaC checks together, with reachability-based AI triage, confidence-scored fixes, rescanning, and IDE/PR delivery.

Where Aikido Security falls short, per the models

  • GPT Its breadth comes at the cost of the rule customization and deepest code-analysis capabilities offered by specialist SAST platforms.

Top alternatives per the models: Snyk Code · GitHub Advanced Security · Semgrep · CodeRabbit

Watch Aikido Security

Boards re-poll weekly and the models change their minds. One short email only when Aikido Security's standing moves — a rank change, a rival overtaking, or new reasoning from the models. Nothing otherwise.

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Aikido Security — ranked #4 for Best AI code security scanner by AI models on ModelsAgree
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Rankings are computed from what the models answer, re-polled on demand · raw reasoning shown verbatim · methodology