Ranking across industries
Top 10 AI tools to find security vulnerabilities
Test code, applications, cloud systems, or agents to discover exploitable weaknesses before they are abused. We reviewed 106 products from 70 companies on a 100-point evidence score. These 10 earned a place.
Updated Nov 10, 2026106 products reviewed70 companies
- 1=
Pentesting Agent
by Tolmo
Autonomous offensive security, run from inside your stack.
- Task fit
- 45/45
- Industry fit
- 20/20
- Adoption
- Unknown
- Customer satisfaction
- Unknown
- Value signals
- Unknown
- Popularity
- Unknown
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AI Pentesting
Autonomous pentesting that validates findings with working proof-of-concept exploits and reproduces issues in a sandbox or browser.
Free planCustom pricing
- Task fit
- 45/45
- Industry fit
- 20/20
- Adoption
- Unknown
- Customer satisfaction
- Unknown
- Value signals
- Unknown
- Popularity
- Unknown
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Recursion
by Labelbox
RL platform for developing, evaluating, and deploying specialist AI models that improve from real enterprise execution.
- Task fit
- 45/45
- Industry fit
- 20/20
- Adoption
- Unknown
- Customer satisfaction
- Unknown
- Value signals
- Unknown
- Popularity
- Unknown
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Trident
Trident is an AI-powered security platform for continuous web and API penetration testing and cloud attack-path analysis across AWS, Azure, and GCP.
- Task fit
- 45/45
- Industry fit
- 20/20
- Adoption
- Unknown
- Customer satisfaction
- Unknown
- Value signals
- Unknown
- Popularity
- Unknown
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Veria AI
Autonomous penetration testing product that maps attack surfaces, proves real exploits against staging, posts findings to Slack and Linear, opens automatic patches, and performs...
- Task fit
- 45/45
- Industry fit
- 20/20
- Adoption
- Unknown
- Customer satisfaction
- Unknown
- Value signals
- Unknown
- Popularity
- Unknown
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Winfunc Scanner
by winfunc
Autonomous AI agents that audit your codebase, prove vulnerabilities with executable exploits, and deliver fixes as pull requests.
Free trialFrom $500
- Task fit
- 45/45
- Industry fit
- 20/20
- Adoption
- Unknown
- Customer satisfaction
- Unknown
- Value signals
- Unknown
- Popularity
- Unknown
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ZeroPath
AI-Native SAST & AppSec Platform - unifies SAST, SCA, secrets detection, IaC security, PR reviews, policy engine, risk management, and AI agent workflow orchestration.
From $1,000/month
- Task fit
- 35.8/45Partial evidence
- Industry fit
- 20/20
- Adoption
- 6.3/12
- Customer satisfaction
- 2.7/10
- Value signals
- Unknown
- Popularity
- Unknown
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Adlumin
by N-able
SecOps experts managing your security toolset.
- Task fit
- 35.8/45Partial evidence
- Industry fit
- 20/20
- Adoption
- 5.5/12
- Customer satisfaction
- 0.7/10
- Value signals
- Unknown
- Popularity
- Unknown
Submit evidenceSubmit evidence - 9
Terracotta AI
AI-powered infrastructure intelligence platform that runs 12 automated checks on every Terraform, Terragrunt, and Kubernetes pull request: cost estimation, drift detection, secu...
Free planFrom $49/seat/month
- Task fit
- 35.8/45Partial evidence
- Industry fit
- 20/20
- Adoption
- 5/12
- Customer satisfaction
- 0.7/10
- Value signals
- Unknown
- Popularity
- Unknown
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Canary
AI QA engineer that analyzes code diffs, generates tests, runs them in real browsers in parallel, and reports results with session replays before pull requests are merged.
- Task fit
- 38.3/45Partial evidence
- Industry fit
- 20/20
- Adoption
- Unknown
- Customer satisfaction
- Unknown
- Value signals
- Unknown
- Popularity
- Unknown
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106 candidate products reviewed. Products with equal totals share a rank. Evidence samples are selected examples of the available support.