What AI says about StackHawk
Since Jul 5Updated Oct 27, 2026Based on 11,814 AI responses
Reviewed by Dimitry Apollonsky
AI summary
StackHawk is a dynamic application security testing platform built for developers to test running applications and APIs directly within CI/CD pipelines. It comes up when buyers seek automated API security testing, discovery from source code, and tools to detect flaws like broken object-level authorization before code ships.
Mentioned in
1%
of AI answers about StackHawk and its rivals
The market map
Enterprise API Security PlatformsMentioned in
- #1Salt SecurityMentioned in 96%Avg. position 2.2
- #2tiedCequenceMentioned in 63%Avg. position 5.0
- #2tiedAkamai API SecurityMentioned in 59%Avg. position 4.0
- #4Traceable AIMentioned in 49%Avg. position 3.9
- #5WallarmMentioned in 41%Avg. position 5.2
- #7tiedNoname SecurityMentioned in 16%Avg. position 3.8
- #7tiedImperva API SecurityMentioned in 15%Avg. position 4.8
- #7tied42CrunchMentioned in 15%Avg. position 6.7
- #10tiedStackHawkMentioned in 11%Avg. position 6.0
- #10tiedCloudflare API ShieldMentioned in 8%Avg. position 5.9
- #10tiedGoogle Cloud ApigeeMentioned in 7%Avg. position 9.1
- #13tiedCequence SecurityMentioned in 6%Avg. position 5.7
- #13tiedAptoriMentioned in 5%Avg. position 6.6
- #13tiedHarnessMentioned in 4%Avg. position 4.6
Where StackHawk ranks in AI
MarketRank · Mentioned in
- Enterprise API Security PlatformsAI picks Salt Security most96%#10 of 68tied · 11%
- Security Validation and Red Teaming PlatformsAI picks OWASP Zed Attack Proxy (ZAP) and 5 more about as often30%#1 of 164tied · 28%
- Continuous Automated Penetration TestingAI picks Pentera most37%#17 of 356tied · 6%
- Developer Portal PlatformsAI picks Backstage most62%#30 of 153tied · 3%
- API Documentation & Developer Portal PlatformsAI picks Mintlify and 1 more about as often55%#32 of 246tied · 4%
- CI/CD Application Security Scanning ToolsAI picks Snyk and 1 more about as often65%#59 of 210tied · 1%
- AI Red Teaming & Pen TestingAI picks Mindgard and 4 more about as often31%#90 of 325tied · 1%
- External Attack Surface Management ToolsAI picks CyCognito most59%#100 of 327tied · <1%
- AI-Powered Code Review & SAST ToolsAI picks Semgrep most72%#105 of 309tied · <1%
Topics where AI mentions StackHawk
TopicMentioned in · on this topicRank
- Enterprise API security and discovery platformEnterprise API Security Platforms7%Rank #15tied#15tied
- Continuous automated API penetration testingContinuous Automated Penetration Testing30%Rank #2tied#2tied
- AI picks mostMentioned in
- I need a service to perform continuous, automated penetration testing on our external-facing APIs.on this questionAI picks APIsec most29%
Excerpts where StackHawk appeared in the AI's answer
Google AI ModeOct 15, 2026, Google AI Mode StackHawk : A developer-first DAST platform designed to embed deep API security testing directly into CI/CD pipelines.
ChatGPTOct 15, 2026, ChatGPT StackHawk runs dynamic security tests against live APIs and integrates with CI/CD pipelines.
- Application security posture managementCI/CD Application Security Scanning ToolsFew answers6%Rank #7#7
- AI picks mostMentioned in
- As a cybersecurity analyst, what's the best vulnerability scanner for our external web applications?on this questionAI picks OWASP Zed Attack Proxy (ZAP) and 1 more about as often19%
Excerpts where StackHawk appeared in the AI's answer
Google AI ModeSep 17, 2026, Google AI Mode StackHawk is built natively for modern, API-heavy architectures (REST, GraphQL, gRPC) and shifting left.
Google AI ModeSep 5, 2026, Google AI Mode StackHawk / Bright Security (formerly NeuraLegion): Developer-first DAST solutions built heavily for modern API-driven architectures and CI/CD integration.
- Automated red teaming suites for prompt injection testingAI Red Teaming & Pen Testing2%Rank #18tied#18tied
- AI picks mostMentioned in
- Best API security testing for CI pipelines?on this questionAI picks OWASP Zed Attack Proxy (ZAP) most86%
Excerpts where StackHawk appeared in the AI's answer
Google AI ModeOct 25, 2026, Google AI Mode StackHawk: Excellent for embedding dynamic application security testing (DAST) directly into CI/CD
Google AI ModeOct 21, 2026, Google AI Mode StackHawk: Integrates security checks directly into CI/CD using OpenAPI specs, GraphQL schemas, or gRPC paths to test running apps for BOLA and injection flaws.
- How do we test our API for every edge case? What's an AI that can analyze our API spec and automatically generate a suite of tests for security, performance, and edge cases?on this questionAI picks Postman most33%
Excerpts where StackHawk appeared in the AI's answer
Google AI ModeOct 16, 2026, Google AI Mode StackHawk: Great for the security layer; it analyzes source code or ingests specs
Google AI ModeSep 13, 2026, Google AI Mode StackHawk: Analyzes source code or ingests specs to immediately run security tests focusing on auth bypasses, data exposure, and business logic flaws.
- What's the best tool to discover and secure all the APIs in our environment?on this questionAI picks Salt Security most21%
Excerpts where StackHawk appeared in the AI's answer
Google AI ModeSep 20, 2026, Google AI Mode StackHawk - Best for shifting discovery and security left into the developer workflow.
Google AI ModeAug 23, 2026, Google AI Mode StackHawk : Best if you want discovery "left" in the development lifecycle.
- What's a solid API security platform that can detect business logic abuse and broken object-level authorization?on this questionAI picks Salt Security most18%
Excerpts where StackHawk appeared in the AI's answer
Google AI ModeAug 22, 2026, Google AI Mode StackHawk : If you are looking to shift-left and catch these flaws before production, StackHawk offers automated multi-user business logic and authorization testing
Google AI ModeAug 6, 2026, Google AI Mode StackHawk: An exceptional choice if you want to shift-left and catch these flaws before production.
How AI describes StackHawk
Common descriptions
developer-first · developer-friendly · excellent · developer-focused · shift-left · developer-centric
Tone of AI’s statements about StackHawk
- Positive67%
- Neutral33%
- Mixed<1%
- Negative0%
Question: Best API security testing for CI pipelines?
Google AI ModeOct 25, 2026
StackHawk: Excellent for embedding dynamic application security testing (DAST) directly into CI/CD
Google AI ModeOct 21, 2026
StackHawk: Integrates security checks directly into CI/CD using OpenAPI specs, GraphQL schemas, or gRPC paths to test running apps for BOLA and injection flaws.
Google AI ModeAsk Google AI Mode yourself (opens in a new tab)ChatGPTAsk ChatGPT yourself (opens in a new tab)
Question: I need a service to perform continuous, automated penetration testing on our external-facing APIs.
ChatGPTOct 15, 2026
StackHawk runs dynamic security tests against live APIs and integrates with CI/CD pipelines.
ChatGPTAsk ChatGPT yourself (opens in a new tab)Google AI ModeAsk Google AI Mode yourself (opens in a new tab)
How prominently AI mentions StackHawk
Position in answers
- Named first24%
- 2nd or 3rd25%
- Later50%
Each engine’s share of its own answers across StackHawk’s markets
- ChatGPT1%
- Google AI Mode2%
Compare StackHawk
Sources AI cites
stackhawk.com 42%Other sites 58%
- Your site42%
- 5 Best API Security Solutions for 2026 (opens in a new tab) · 9%
- 7 Best API Discovery Tools in 2026 (opens in a new tab) · 5%
- API Security Testing CI/CD: Automate Your Security (opens in a new tab) · 3%
- 11 Best API Testing Tools for 2026 (opens in a new tab) · 2%
- Broken Object Level Authorization (BOLA): API Attack & Prevention (opens in a new tab) · 2%
- 8 Best API Security Testing Tools in 2026 - StackHawk, Inc. (opens in a new tab) · 2%
- AI Coding Agent Security Platform | StackHawk, Inc. (opens in a new tab) · 2%
- OpenAPI Spec Generation: Unlocking API Testing Coverage (opens in a new tab) · 2%
- Runtime Application Business Logic Testing for API-Driven Apps (opens in a new tab) · 2%
- The Best Application Security Tools - StackHawk, Inc. (opens in a new tab) · 1%
- 6%
- Getting Started | StackHawk Documentation (opens in a new tab) · 2%
- API Discovery | StackHawk Documentation (opens in a new tab) · 1%
- Welcome to HawkDocs | StackHawk Documentation (opens in a new tab) · 1%
- StackHawk Platform | StackHawk Documentation (opens in a new tab) · <1%
- OpenAPI Spec Generation | StackHawk Documentation (opens in a new tab) · <1%
- StackHawk API | StackHawk Documentation (opens in a new tab) · <1%
- Business Logic Testing - StackHawk Documentation (opens in a new tab) · <1%
- Production Safe Scanning | StackHawk Documentation (opens in a new tab) · <1%
- Active Scanning Scripts | StackHawk Documentation (opens in a new tab) · <1%
- Jira Security | StackHawk Documentation (opens in a new tab) · <1%
- 5%
- Business Logic Testing: The Security Gap Traditional Tools Miss | Scott Gerlach, StackHawk - YouTube (opens in a new tab) · 1%
- API Discovery Feature: Sensitive Data Identification Office ... (opens in a new tab) · <1%
- API Security That Works: From Real-World Breaches to ... (opens in a new tab) · <1%
- API Security in an AI-Driven World (opens in a new tab) · <1%
- Are Your APIs Secure Enough Against Growing Threats Today (opens in a new tab) · <1%
- Business Logic Testing: The Security Gap Traditional Tools ... (opens in a new tab) · <1%
- Business Logic Testing - Scott Gerlach, StackHawk (opens in a new tab) · <1%
- Making API Catalogs AI native with MCP (opens in a new tab) · <1%
- Making API Catalogs AI native with MCP - YouTube (opens in a new tab) · <1%
- Understanding the #1 OWASP API vulnerability, Broken ... (opens in a new tab) · <1%
- 1%
- Has anyone used AI to help security audit and do penetration ... (opens in a new tab) · <1%
- Web application vulnerability scanner? : r/AskNetsec (opens in a new tab) · <1%
- Adding SAST and DAST to your CI pipeline without creating a false positive backlog that nobody reviews (opens in a new tab) · <1%
- We kept missing AI API security edge cases, so we ... - Reddit (opens in a new tab) · <1%
- How do you guys integrate automated security checks in your CI/CD pipelines? (opens in a new tab) · <1%
- 1%
- Generate API Tests from OpenAPI with AI (2026) (opens in a new tab) · 1%
- 10 Best API Security Testing Tools 2026 (OWASP Top 10) (opens in a new tab) · <1%
- API Testing: The Complete Guide to API Quality Assurance (2026) (opens in a new tab) · <1%
- Continuous Integration Testing Tools: 9 Best (2026) (opens in a new tab) · <1%
- 1%
- CI/CD API Security: A Complete Automation Guide | APIsec (opens in a new tab) · <1%
- What is Broken Object Level Authorization (BOLA) and How to Fix It (opens in a new tab) · <1%
- How to Detect Business Logic Vulnerabilities in API | APIsec (opens in a new tab) · <1%
- How to Implement Automated API Security Testing in Development Workflows | APIsec (opens in a new tab) · <1%
- Secure Your Shadow APIs: Best Practices for API Discovery | APIsec (opens in a new tab) · <1%
- 1%
- API Pen Testing vs. Continuous Scanning: Key Differences & Benefits (opens in a new tab) · <1%
- API Scanning & Security Testing: The Core of Modern AppSec (opens in a new tab) · <1%
- BOLA vs BFLA: Key differences for API security teams - Invicti (opens in a new tab) · <1%
- Software Composition Analysis (SCA) (opens in a new tab) · <1%
The page AI cites most for StackHawk
