Aikido
Static Application Security Testing (SAST)

State-of-the-Art SAST, Built for Developers

Aikido finds real security and quality issues in your code - then helps you fix them via your IDE, inline PR comments, or AI-generated pull requests.

  • 85% less false positives
  • Inline PR comments and IDE integration
  • 1-click AutoFix
Start for Free
No CC required
Book a demo
Your data won't be shared · Read-only access · No CC required
Trusted by 50k+ orgs
|
Loved by 100k+ devs
|
4.7/5

Code Security, Built for Devs

Real Issues, No Noise

Catch what matters, skip the static.No false positives. Just signal.

Fast & Clear Remediation

Actionable advice, instant fix suggestions.
Fixing vulnerabilities becomes fast & efficient.

Security That Fits Your Flow

Integrated right where you work.IDEs, PRs, CI/CD, Jira,...

Version Control Systems

Language Support

Features

Prioritization

Surface What Matters to You

Custom Rules for Custom Risks

Build custom rules to catch risks unique to your codebase. Aikido lets you extend detection beyond standard patterns—so nothing critical slips through.

Learn more

Context-Aware Severity Scoring

Provide context (e.g. if a repo is internet-facing or handles sensitive data) and Aikido's SAST tool will adjust issue severities accordingly.

Learn more

AI-Powered Triaging

Skip manual triage. Aikido uses AI and cross-file analysis to prioritize real risks, dismiss false positives, and automate input validation, code analysis, and more.

automated triaging
Remediation

Fix Issues Faster, Keep Devs Focused

TL;DR Advice

Aikido gives you the SAST scan info you need, and nothing more: What is the issue, does this affect me & how do I fix it? Straightforward remediation advice, throughout the development lifecycle.

AI-Generated Fixes

Get instant code-fix suggestions (with confidence levels). Some fixes use deterministic workflows while tougher fixes are handled by an agentic AI.

Learn more

(Auto) Create Tasks

Stay in control while keeping devs in the flow. Findings become prioritized tasks in Jira, Linear, GitHub,... no copy-paste needed.

Guardrails

Put Security Controls Exactly Where You Need Them

IDE Integration

Get SAST scans right in your IDE. Catch vulnerabilities as you code. Fix issues early—before they ever reach a pull request.

Secure Every Pull Request

Enforce security checks in your CI/CD pipeline. Block merges based on severity, type, or context. Aikido adds inline feedback so developers can fix issues before code ships.

4.7/5

Secure your app today

Your complete security posture in one central view.

Start for Free
Book a demo
Your data won't be shared · Read-only access · No CC required

Reinventing Traditional SAST Scanning

Accuracy
Analysis Scope
Developer Efficiency
Performance & compatibility
Aikido
High-false Positive Reduction
Aikido’s SAST scanner reduces false positives by up to 95%.
Multi-file Analysis
Track tainted user input from top-level controllers to other files.
SAST AutoFix
Generate SAST issue fixes with AI in just a few clicks.
No Compile Needed
Blazing fast, language & version agnostic

Traditional SAST scanners

Noisy Results
Legacy tools like Snyk or Sonar tend to report lots of false positives.
Lacks Full Codebase Context
Track tainted user input from top-level controllers to other files.
Manual Fixes
Generate SAST issue fixes with AI in just a few clicks.
Requires Compilation
Slow, fragile, prone to timeouts & incompatibilities

From startups to enterprises - they chose Aikido

“There wasn’t noise reduction in Snyk — it was more like ‘here’s everything, good luck.’ With Aikido, the triaging is just… done.”
Christian Schmidt
VP, Security & IT
In just 45 minutes, we onboarded 150+ developers with Aikido.
Marc Lehr
Head of Customer Engagement & Digital Platform
“Compliance in health tech is different – it’s not just ticking a box. It reflects how seriously we take our responsibility to protect customer data.”
Jon Dodkins
Head of Platform, Birdie
“The speed to resolution is incredible. We’ve fixed issues in under a minute. Aikido creates the pull request, tests pass, and it’s done.”
Said Barati
Tech Lead
Aikido helps us catch the blind spots in our security that we couldn’t fully address with our existing tools. It’s been a game-changer for us beyond just SCA (Software Composition Analysis).
Nicolai Brogaard
Service Owner of SAST & SCA

Migrated off Snyk

+more

Migrated off Sonar

+more

Migrated off others

+more
Start for Free
No CC required
Book a demo
50k+
|
Loved by 100k+ devs
|
102+ badges
|
4.7/5

Trusted by thousands of developers at world’s leading organizations

Start for Free
No CC required
Book a demo
G2G2

"We’ve seen a 75% reduction in noise using Aikido so far"

Supermetrics now runs a developer-first AppSec workflow that’s faster, cleaner, and easier to manage. With 75% less noise, instant integrations, and automation across Jira, Slack, and CI/CD, security now scales as smoothly as their data operations.

See more  ↓
See less ↑
Otto Sulin, Supermetrics
Security Lead
G2G2

"In just 45 minutes of training, we onboarded more than 150 developers."

Aikido is perfectly integrated with our CI/CD tool, like Azure DevOps. Even if someone has zero DevOps experience, they can start being productive in a few clicks

See more  ↓
See less ↑
Marc Lehr, GEA
Head of Customer Engagement & Digital Platform
G2G2

"With 92% noise reduction, we got used to ‘the quiet’ quickly."

With 92% noise reduction, we got used to ‘the quiet’ quickly. Now I wish it was even quieter! It’s a massive productivity and sanity boost.

See more  ↓
See less ↑
Cornelius, n8n
VP Engineering & Acting Security Officer
G2G2

"Great disruptor in the security tooling ecosystem"

Aikido's biggest benefit is their ease-of-use. You can literally get started in 2 minutes. Findings are actually useful and have a good resolve advise.

See more  ↓
See less ↑
Brenden C
CTO
G2G2

"Quick to setup and packed with the right features"

Aikido was quick and easy to deploy and delivers clear, relevant alerts without adding complexity. It connects multiple security tools, making them seamless and more efficient to use.

It has all the necessary integrations, covers key security needs like SAST, container, and infrastructure scans and the auto-triage with intelligent silencing is a game changer. The UI is intuitive, support has been extremely responsive, and pricing is fair. I also appreciate their participation in the open-source community.

Overall, it helps us stay ahead of security issues with minimal effort.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"Effective and fair priced solution"

Compared to well known competitors like Snyk, Aikido is much more affordable, more complete and most importantly much better at presenting the vulnerabilities that are actually reaching your systems. They use many popular open source libraries to scan your code, as well as propriatary ones, giving you a good mix

See more  ↓
See less ↑
G2 Reviewer
G2G2

"Excellent Security Software & Company"

We were looking for a cheaper alternative to Snyk and Aikido fills that role fantastically. Good software, easy UI and most important of all very easy to talk to with feedback.

Everything was really simple to set-up and onboarding of team members a breeze.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"Scan Github repo in realtime for security issues/improvements"

Aikido is very easy to implement, in less then 10 minutes we had our first report.

The reports are very to the point while mentioning all the necessary information so our devs can easily plan and update the system.

We contacted support for one minor issue and got a reply in less then 4hours.

Today we use Aikido at least once a week to check if there are any new improvements to be made.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"Swiss army knife for security teams"

Aikido is a highly scalable and easy to use solution, which aggregates multiple controls in one place and integrates seamlessly with IDEs and CI/CD pipelines. The support team is responsive and made quick adjustments in our environment. Additionally, it efficiently filters out obvious false positive alerts, which saved us many MD.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"about as good as it gets"

I really like the unintrusiveness of their service. It's a webapp where you register your code, container, IaC,... repositories and they scan them regularly pointing out the issues they found via statical analysis. There's integration to easily/automatically create follow up actions (tickets) aso. The app is great, you get up and running quite quickly.

Sometimes you need support, and that's great too (even if it's really technical).

See more  ↓
See less ↑
Romain S.
CTO
G2G2

"A Game Changer in Cybersecurity"

We’ve been using Aikido Security for several months now, and I can confidently say that it has transformed how we manage and mitigate security risks within our organization. From day one, the onboarding process was seamless, and the platform’s intuitive interface made it incredibly easy to integrate with our existing infrastructure.

What truly sets Aikido apart is its proactive approach to comprehensive coverage. The real-time alerts give us a clear advantage, helping us stay ahead of potential security issues. Their support team is also top-notch. Whenever we had a question or needed assistance, their response was swift and thorough.

If you’re looking for a comprehensive, reliable, and forward-thinking security solution, I highly recommend Aikido Security. It’s a game changer for any organization serious about their security.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"A wonderful security tool loved by engineers and developers"

Aikido allowed us to implement a security by design process smoothly and quickly. My team loves the integration with Jira and how it feels a tool tailored on their needs of engineers (not security experts), no less and no more. Working with Aikido's team has been great, both in supporting us in the selection process and receiving our feedback - many times resulting is a rapid development of new features!

Given the affordable price for me it's a not brainer for any small-medium sized company.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"A promising new AppSec tool"

Our organization implemented Aikido as our main Application Security app to take care of SCA, SAST, Container/Secret Scanning within our code base. Overall, we are very happy with Aikido's performance and ease of use. The deployment was quick and easy thanks to the Bitbucket Cloud integration.

I think the game changing features of Aikido is the auto-ignore capability and the reachability analysis. It helps our development team save time triaging false positives as well as prioritising issues that need to be addressed quickly.

The support we have received from the Aikido team has been top notch.

See more  ↓
See less ↑
Yohann B., Smokeball
DevSecoOps
G2G2

"Accessible & affordable security"

Their transparancy, ease of use, they're improving their tool all the time.

Affordable price with stellar results. Typical competitors have steep pricing that scales with the number of repo's / number of instances running.

Aikido helps us stay ahead of the curve. It educates us about possible liabilities, and it engages the whole engineering team.

See more  ↓
See less ↑
Gregory C.
G2G2

"Out-of-the box instant security"

Aikido Security is very easy to setup and delivers its first results in mere minutes. It combines all the essential security scanning such as repo scanning, cloud security, credential leakage, ... in one package that's easy to use by any development team.

See more  ↓
See less ↑
Pieter S.
G2G2

"Best developer-centric security platform"

Aikido has been instrumental in keeping our application secure. The platform integrates smoothly with popular CI/CD pipelines and other security tools, facilitating a more streamlined vulnerability management process.

See more  ↓
See less ↑
Gertjan D.
Co-founder & CEO
G2G2

"Aikido makes security accessible & easy"

Aikido is primarily based on already available tools, making it feasible to replicate the basic technical functionalities it offers. This means they aren't introducing any novel security scanning features. They're also very open about this by providing some references to how and with which tool a certain finding was found.

Aikido was initially implemented to meet some ISO standards. We already did some (manual) periodic scanning ourselves but Aikido was a great addition since it did the scanning automatically, more frequently and it would provide the necessary reporting to management and auditors.

See more  ↓
See less ↑
Ajdin L.
Founder
G2G2

"A developer first security platform that enables your business"

Our teams have been able to quickly deploy and get value out of Aikido where our previous solution was noisey and cumbersome. The fact that we get all the code coverage we need with SAST+, SCA, IaC, Secrets Detection, Licensing, etc.

The all in one product is amazing and makes it easy for our engineering teams to see problem areas and fix them quickly. The other major feature of auto-triage has been such a time saver for our teams, telling us if we are actually using those libraries or certain modules in libraries and excluding them if they aren't relevant is so huge for us.

This enables our business to focus on fixing critical issues, ignoring irrelevant ones and delivering product to our customers.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"Direct Insights on Vulnerability Management"

Aikido Security stands out for its ability to deliver comprehensive, actionable security insights in a user-friendly manner. I was impressed with how quickly and seamlessly it could integrate into existing BitBucket, GitLab and GitHub repositories, and the simplicity of connecting our cloud environment (Google Cloud in this case) was commendable. One of the strongest points about Aikido is its ability to cut through the noise and deliver important, actionable vulnerabilities instead of flooding you with trivial issues or false positives.

See more  ↓
See less ↑
Michael V.
G2G2

"Best security platform around"

We tried Checkmarx and Snyk, but Aikido was faster, more actionable, and easier to work with.

See more  ↓
See less ↑
Ega Sanjaya, Faspay
Head Of System Development
G2G2

"Fast Fixes"

The fastest time we fixed a vulnerability was just 5 seconds after detection. That is efficiency.

See more  ↓
See less ↑
Aufar, Petrosea
Backend Developer
G2G2

"Upgrade after using Snyk"

"After two years of struggling with Snyk, Aikido had our developers smiling within 10 minutes."

See more  ↓
See less ↑
Jesse Harris, Dental Intelligence
Senior Infosec Engineer
G2G2

"Aikido helps us deliver more security value in less time."

What made Aikido stand out was that it felt like it was built by developers, for developers. Aikido’s reachability analysis helps us filter out irrelevant findings so we can focus on real, exploitable issues. We can now get more security work done in less time, which benefits our clients directly. You can tell the Aikido team genuinely cares and is building a better product every day. It’s refreshing.

See more  ↓
See less ↑
Marcus Döllerer, TechDivision
Senior Security Engineer
G2G2

"Aikido helps us catch the blind spots that we couldn’t fully address before"

Trying to reduce the noise that othertools actually generate – diving into the signal-to-noise ratio – is a nightmare. Aikido nailed that for us. They also solve Visma’s previous problematic pricing model pain with its unlimited users enterprise plan: a flat rate that is known upfront. No unknown costs = a huge advantage for budgeting."

See more  ↓
See less ↑
Nicolai Brogaard, Visma
Service Owner of SAST & SCA
G2G2

"We’ve seen a 75% reduction in noise using Aikido so far"

Supermetrics now runs a developer-first AppSec workflow that’s faster, cleaner, and easier to manage. With 75% less noise, instant integrations, and automation across Jira, Slack, and CI/CD, security now scales as smoothly as their data operations.

See more  ↓
See less ↑
Otto Sulin, Supermetrics
Security Lead
G2G2

"In just 45 minutes of training, we onboarded more than 150 developers."

Aikido is perfectly integrated with our CI/CD tool, like Azure DevOps. Even if someone has zero DevOps experience, they can start being productive in a few clicks

See more  ↓
See less ↑
Marc Lehr, GEA
Head of Customer Engagement & Digital Platform
G2G2

"With 92% noise reduction, we got used to ‘the quiet’ quickly."

With 92% noise reduction, we got used to ‘the quiet’ quickly. Now I wish it was even quieter! It’s a massive productivity and sanity boost.

See more  ↓
See less ↑
Cornelius, n8n
VP Engineering & Acting Security Officer
G2G2

"Great disruptor in the security tooling ecosystem"

Aikido's biggest benefit is their ease-of-use. You can literally get started in 2 minutes. Findings are actually useful and have a good resolve advise.

See more  ↓
See less ↑
Brenden C
CTO
G2G2

"Quick to setup and packed with the right features"

Aikido was quick and easy to deploy and delivers clear, relevant alerts without adding complexity. It connects multiple security tools, making them seamless and more efficient to use.

It has all the necessary integrations, covers key security needs like SAST, container, and infrastructure scans and the auto-triage with intelligent silencing is a game changer. The UI is intuitive, support has been extremely responsive, and pricing is fair. I also appreciate their participation in the open-source community.

Overall, it helps us stay ahead of security issues with minimal effort.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"Effective and fair priced solution"

Compared to well known competitors like Snyk, Aikido is much more affordable, more complete and most importantly much better at presenting the vulnerabilities that are actually reaching your systems. They use many popular open source libraries to scan your code, as well as propriatary ones, giving you a good mix

See more  ↓
See less ↑
G2 Reviewer
G2G2

"Excellent Security Software & Company"

We were looking for a cheaper alternative to Snyk and Aikido fills that role fantastically. Good software, easy UI and most important of all very easy to talk to with feedback.

Everything was really simple to set-up and onboarding of team members a breeze.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"Scan Github repo in realtime for security issues/improvements"

Aikido is very easy to implement, in less then 10 minutes we had our first report.

The reports are very to the point while mentioning all the necessary information so our devs can easily plan and update the system.

We contacted support for one minor issue and got a reply in less then 4hours.

Today we use Aikido at least once a week to check if there are any new improvements to be made.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"Swiss army knife for security teams"

Aikido is a highly scalable and easy to use solution, which aggregates multiple controls in one place and integrates seamlessly with IDEs and CI/CD pipelines. The support team is responsive and made quick adjustments in our environment. Additionally, it efficiently filters out obvious false positive alerts, which saved us many MD.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"about as good as it gets"

I really like the unintrusiveness of their service. It's a webapp where you register your code, container, IaC,... repositories and they scan them regularly pointing out the issues they found via statical analysis. There's integration to easily/automatically create follow up actions (tickets) aso. The app is great, you get up and running quite quickly.

Sometimes you need support, and that's great too (even if it's really technical).

See more  ↓
See less ↑
Romain S.
CTO
G2G2

"A Game Changer in Cybersecurity"

We’ve been using Aikido Security for several months now, and I can confidently say that it has transformed how we manage and mitigate security risks within our organization. From day one, the onboarding process was seamless, and the platform’s intuitive interface made it incredibly easy to integrate with our existing infrastructure.

What truly sets Aikido apart is its proactive approach to comprehensive coverage. The real-time alerts give us a clear advantage, helping us stay ahead of potential security issues. Their support team is also top-notch. Whenever we had a question or needed assistance, their response was swift and thorough.

If you’re looking for a comprehensive, reliable, and forward-thinking security solution, I highly recommend Aikido Security. It’s a game changer for any organization serious about their security.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"A wonderful security tool loved by engineers and developers"

Aikido allowed us to implement a security by design process smoothly and quickly. My team loves the integration with Jira and how it feels a tool tailored on their needs of engineers (not security experts), no less and no more. Working with Aikido's team has been great, both in supporting us in the selection process and receiving our feedback - many times resulting is a rapid development of new features!

Given the affordable price for me it's a not brainer for any small-medium sized company.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"A promising new AppSec tool"

Our organization implemented Aikido as our main Application Security app to take care of SCA, SAST, Container/Secret Scanning within our code base. Overall, we are very happy with Aikido's performance and ease of use. The deployment was quick and easy thanks to the Bitbucket Cloud integration.

I think the game changing features of Aikido is the auto-ignore capability and the reachability analysis. It helps our development team save time triaging false positives as well as prioritising issues that need to be addressed quickly.

The support we have received from the Aikido team has been top notch.

See more  ↓
See less ↑
Yohann B., Smokeball
DevSecoOps
G2G2

"Accessible & affordable security"

Their transparancy, ease of use, they're improving their tool all the time.

Affordable price with stellar results. Typical competitors have steep pricing that scales with the number of repo's / number of instances running.

Aikido helps us stay ahead of the curve. It educates us about possible liabilities, and it engages the whole engineering team.

See more  ↓
See less ↑
Gregory C.
G2G2

"Out-of-the box instant security"

Aikido Security is very easy to setup and delivers its first results in mere minutes. It combines all the essential security scanning such as repo scanning, cloud security, credential leakage, ... in one package that's easy to use by any development team.

See more  ↓
See less ↑
Pieter S.
G2G2

"Best developer-centric security platform"

Aikido has been instrumental in keeping our application secure. The platform integrates smoothly with popular CI/CD pipelines and other security tools, facilitating a more streamlined vulnerability management process.

See more  ↓
See less ↑
Gertjan D.
Co-founder & CEO
G2G2

"Aikido makes security accessible & easy"

Aikido is primarily based on already available tools, making it feasible to replicate the basic technical functionalities it offers. This means they aren't introducing any novel security scanning features. They're also very open about this by providing some references to how and with which tool a certain finding was found.

Aikido was initially implemented to meet some ISO standards. We already did some (manual) periodic scanning ourselves but Aikido was a great addition since it did the scanning automatically, more frequently and it would provide the necessary reporting to management and auditors.

See more  ↓
See less ↑
Ajdin L.
Founder
G2G2

"A developer first security platform that enables your business"

Our teams have been able to quickly deploy and get value out of Aikido where our previous solution was noisey and cumbersome. The fact that we get all the code coverage we need with SAST+, SCA, IaC, Secrets Detection, Licensing, etc.

The all in one product is amazing and makes it easy for our engineering teams to see problem areas and fix them quickly. The other major feature of auto-triage has been such a time saver for our teams, telling us if we are actually using those libraries or certain modules in libraries and excluding them if they aren't relevant is so huge for us.

This enables our business to focus on fixing critical issues, ignoring irrelevant ones and delivering product to our customers.

See more  ↓
See less ↑
G2 Reviewer
G2G2

"Direct Insights on Vulnerability Management"

Aikido Security stands out for its ability to deliver comprehensive, actionable security insights in a user-friendly manner. I was impressed with how quickly and seamlessly it could integrate into existing BitBucket, GitLab and GitHub repositories, and the simplicity of connecting our cloud environment (Google Cloud in this case) was commendable. One of the strongest points about Aikido is its ability to cut through the noise and deliver important, actionable vulnerabilities instead of flooding you with trivial issues or false positives.

See more  ↓
See less ↑
Michael V.
G2G2

"Best security platform around"

We tried Checkmarx and Snyk, but Aikido was faster, more actionable, and easier to work with.

See more  ↓
See less ↑
Ega Sanjaya, Faspay
Head Of System Development
G2G2

"Fast Fixes"

The fastest time we fixed a vulnerability was just 5 seconds after detection. That is efficiency.

See more  ↓
See less ↑
Aufar, Petrosea
Backend Developer
G2G2

"Upgrade after using Snyk"

"After two years of struggling with Snyk, Aikido had our developers smiling within 10 minutes."

See more  ↓
See less ↑
Jesse Harris, Dental Intelligence
Senior Infosec Engineer
G2G2

"Aikido helps us deliver more security value in less time."

What made Aikido stand out was that it felt like it was built by developers, for developers. Aikido’s reachability analysis helps us filter out irrelevant findings so we can focus on real, exploitable issues. We can now get more security work done in less time, which benefits our clients directly. You can tell the Aikido team genuinely cares and is building a better product every day. It’s refreshing.

See more  ↓
See less ↑
Marcus Döllerer, TechDivision
Senior Security Engineer
G2G2

"Aikido helps us catch the blind spots that we couldn’t fully address before"

Trying to reduce the noise that othertools actually generate – diving into the signal-to-noise ratio – is a nightmare. Aikido nailed that for us. They also solve Visma’s previous problematic pricing model pain with its unlimited users enterprise plan: a flat rate that is known upfront. No unknown costs = a huge advantage for budgeting."

See more  ↓
See less ↑
Nicolai Brogaard, Visma
Service Owner of SAST & SCA
FAQ

Frequently Asked Questions

What is AI Pentesting?

AI Pentesting simulates real-world attacks on your app or API using AI models trained on thousands of real exploits. It finds and validates vulnerabilities automatically - no waiting for a human pentester to start.

How is it different from a traditional pentest?

Traditional pentests take weeks to schedule and deliver. AI Pentesting runs instantly, scales to your full environment, and gives reproducible, detailed results in minutes.

How fast can I get results?

Usually within minutes. Connect your target, define scope, and the system starts testing immediately - no coordination, no back-and-forth. Almost 100% of AI pentest find actual vulnerabilities.

Can I use it for compliance or audit reports?

Yes. Every run produces an audit-ready penetration test report with validated findings, proof-of-exploit details, and remediation guidance, structured to meet SOC 2 and ISO 27001 requirements.

What role does AutoFix play?

Because Aikido already understands your code and environment, AutoFix generates targeted code changes for confirmed vulnerabilities. Once applied, the issue can be immediately retested to verify that it is fully resolved.

Do I need to give access to my source code?

No, but providing code access significantly improves results. When repositories are connected, agents understand application logic, roles, and data flows, which leads to deeper coverage and more accurate findings.

How does Aikido prevent false positives?

Findings are only reported after they are successfully exploited and confirmed against the live target. If an attack attempt cannot be validated, it is discarded and never shown in the results.

What kinds of vulnerabilities can AI Pentesting find?

AI Pentesting covers everything expected from a penetration test, including injection flaws, access control issues, authentication weaknesses, and unsafe API behavior.

It also detects business logic and authorization issues such as IDOR and cross-tenant access by reasoning about how the application is supposed to behave.

How is scope and safety enforced?

You define which domains can be attacked and which are only reachable. All traffic is enforced through strict guardrails, with pre-flight checks before the run and a panic button that stops all agents instantly.

How does AI pentesting compare to a human pentest?

For web applications, AI Pentesting delivers coverage comparable to a traditional human-led pentest, with results available in hours instead of weeks.

In side-by-side evaluations, autonomous agents have matched and in some cases exceeded human coverage by exploring more paths consistently. Human testers remain valuable for non-web targets and highly contextual edge cases.

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