While AI learns, threats adapt,
stay one step ahead with
Astra's AI pentesting

Hacker-style pentests and continuous vulnerability scanning for LLMs, AI apps, ML pipelines, and MCPs,
delivered as comprehensive AI pentesting services on one platform.

Astra's Pentest for Fintech - Vulnerabilities Overview

6-figure leaks. $100M stock crashes.
AI’s threat surface is real

$100M
Vanished from Alphabet’s market value after Google Bard messed up a simple fact about a telescope during a live demo

$76,000
SUV sold for $1 after a dealership’s AI chatbot was tricked into honoring a fake deal

1.2%
Of ChatGPT Plus users had their data-chats, names, even payment info exposed during OpenAI’s 2023 security breach



100,000+
Users had their private conversations leaked after an open-source LLM went live without strong deployment standard

$4.5M
Fine paid by a company for using sensitive data to train LLMs without consent reply

$1M+
In data losses hit Amazon after confidential info may have trained ChatGPT

$100M
Vanished from Alphabet’s market value after Google Bard messed up a simple fact about a telescope during a live demo

$76,000
SUV sold for $1 after a dealership’s AI chatbot was tricked into honoring a fake deal

1.2%
Of ChatGPT Plus users had their data-chats, names, even payment info exposed during OpenAI’s 2023 security breach



100,000+
Users had their private conversations leaked after an open-source LLM went live without strong deployment standard

$4.5M
Fine paid by a company for using sensitive data to train LLMs without consent reply

$1M+
In data losses hit Amazon after confidential info may have trained ChatGPT

$100M
Vanished from Alphabet’s market value after Google Bard messed up a simple fact about a telescope during a live demo

$76,000
SUV sold for $1 after a dealership’s AI chatbot was tricked into honoring a fake deal

1.2%
Of ChatGPT Plus users had their data-chats, names, even payment info exposed during OpenAI’s 2023 security breach



100,000+
Users had their private conversations leaked after an open-source LLM went live without strong deployment standard

$4.5M
Fine paid by a company for using sensitive data to train LLMs without consent reply

$1M+
In data losses hit Amazon after confidential info may have trained ChatGPT

Don’t let AI application vulnerabilities rewrite your risk profile

Model manipulation

Adversarial inputs disrupt model behavior, resulting in incorrect decisions or reputational harm.

Model Data poisoning

Attackers manipulate training data to generate malicious outputs.

Context manipulation

Attackers exploit the memory of chat-based systems by crafting fake prior messages, altering how future responses are generated.

Permissive integrations

Third-party tools or model hubs may create unmonitored backdoors.

Leaky APIs

These new exposed endpoints are entry points to your IP, customer data, or model configurations.

Model manipulation

Adversarial inputs disrupt model behavior, resulting in incorrect decisions or reputational harm.

Model Data poisoning

Attackers manipulate training data to generate malicious outputs.

Context manipulation

Attackers exploit the memory of chat-based systems by crafting fake prior messages, altering how future responses are generated.

Permissive integrations

Third-party tools or model hubs may create unmonitored backdoors.

Leaky APIs

These new exposed endpoints are entry points to your IP, customer data, or model configurations.

Model manipulation

Adversarial inputs disrupt model behavior, resulting in incorrect decisions or reputational harm.

Model Data poisoning

Attackers manipulate training data to generate malicious outputs.

Context manipulation

Attackers exploit the memory of chat-based systems by crafting fake prior messages, altering how future responses are generated.

Permissive integrations

Third-party tools or model hubs may create unmonitored backdoors.

Leaky APIs

These new exposed endpoints are entry points to your IP, customer data, or model configurations.

Compliance gaps

Governance rules regulating AI are becoming stricter. Lack of controls could mean fines or funding loss.

Indirect Prompt Injection

LLMs can be manipulated through external content, like URLs, documents, or web pages, that sneak in hidden instructions to the model.

Model confusion

Ambiguous or recursive instructions can trick the model into conflicting logic loops, leading to unpredictable or biased behavior.

Jailbreak prompts

Role-playing, misdirection, and cleverly crafted prompts can bypass a model’s ethical boundaries and force it to generate harmful or restricted output.

Sensitive information leakage

LLMs may unintentionally expose internal system details or private training data, especially in debug modes or when exposed to probing inputs.

Compliance gaps

Governance rules regulating AI are becoming stricter. Lack of controls could mean fines or funding loss.

Indirect Prompt Injection

LLMs can be manipulated through external content, like URLs, documents, or web pages, that sneak in hidden instructions to the model.

Model confusion

Ambiguous or recursive instructions can trick the model into conflicting logic loops, leading to unpredictable or biased behavior.

Jailbreak prompts

Role-playing, misdirection, and cleverly crafted prompts can bypass a model’s ethical boundaries and force it to generate harmful or restricted output.

Sensitive information leakage

LLMs may unintentionally expose internal system details or private training data, especially in debug modes or when exposed to probing inputs.

Compliance gaps

Governance rules regulating AI are becoming stricter. Lack of controls could mean fines or funding loss.

Indirect Prompt Injection

LLMs can be manipulated through external content, like URLs, documents, or web pages, that sneak in hidden instructions to the model.

Model confusion

Ambiguous or recursive instructions can trick the model into conflicting logic loops, leading to unpredictable or biased behavior.

Jailbreak prompts

Role-playing, misdirection, and cleverly crafted prompts can bypass a model’s ethical boundaries and force it to generate harmful or restricted output.

Sensitive information leakage

LLMs may unintentionally expose internal system details or private training data, especially in debug modes or when exposed to probing inputs.

EU AI Act

Tiered risk-based compliance mandates robust risk controls.

ISO/IEC 42001

AI Management System for responsible AI deployment.

NIST AI Risk Management Framework

Focuses on AI trustworthiness, bias, and resilience.

GDPR/CCPA

Data usage in training must remain privacy-compliant.

SOC 2 & HIPAA

AI platforms handling regulated data must prove security controls.

Astra's pentest platform keeps AI working for you, not against you

We examine every AI-driven component in your app for vulnerabilities
AI-powered image and content generators


Chatbots and conversational agents
LLM-based APIs and assistants


Recommendation engines and decision-making systems
Custom AI pipelines integrating external tools or data sources
How we break AI, LLM, and ML pipelines
AI supply chain attacks (e.g., poisoned datasets)
ToolCommander and agent-based exploitation


Adversarial Reasoning Attacks


System prompt leakage and excessive agency misuse
OWASP Top 10 for LLM Applications
Behind the screens: Our AI penetration testing methodology
Prompt-based attacks: jailbreaks, indirect/context injection, and context poisoning

PII leakage and unintentional data exposure

Business logic flaws driven by AI decisions
OWASP Top 10 vulnerabilities for LLMs

Model misuse and feature abuse scenarios

CVE reproduction testing (e.g., Redis bugs, SSRF, exposed configs)

PSD2 & Open Banking

Information Disclosure

Plugin Abuse / Data Leakage

Interface Vulnerabilities

PSD2 & Open Banking

Information Disclosure

Plugin Abuse / Data Leakage

Interface Vulnerabilities

PSD2 & Open Banking

Information Disclosure

Plugin Abuse / Data Leakage

Interface Vulnerabilities

AI-specific threat modelling

This forms the foundation for our offensive AI pentesting strategy and helps us surface the most impactful risks early

Compliance & Regulatory Risks
Third Party Dependency Risks
Business Logic Abuse
Trust Boundary Violations

AI at the core. Smarter pentests, fewer headaches

AI-powered threat modeling


  • Auto-generates threat scenarios based on your app’s features and workflows for more relevant test cases.

Vulnerability resolution assistant

  • Our chatbot helps devs fix issues faster with contextual, app-specific guidance.

Smarter auth handling

  • Handles complex login flows, retries, and cookie prompts during scans with AI-driven logic.

Reduced false positives


  • AI validates findings to cut noise and highlight what actually matters.

 Astra's Pentest for SaaS - Compliance View

Real-time scan decisions

  • Adapts scan strategies on the fly based on app behavior and structure.

Astra's Pentest for SaaS - Continuous API security platform

AI-built Trust Center


  • Summarizes your security posture for easy sharing with customers and auditors

Astra's Pentest for SaaS - Pentest Certificate

Our offensive, AI powered engine helps us build detections, discover & correlate vulnerabilities at scale

Why Astra Security?

Trusted by 1000+ businesses (150+ AI-first), 147K+ assets tested in 2024

Human-led AI-powered pentesting services, not bots
Continuous pentests, zero downtime

CXO-friendly dashboard for all insights
Priority support with dedicated CSM and security
engineers
Trust Center to share security status with stakeholders

A shiny pentest certificate when you’re done fixing the vulnerabilities

Trust isn't claimed, it's earned

Astra meets global standards with accreditations from

Beyond AI pentesting, full-stack security coverage

Astra’s platform combines AI-aware pentests, automated DAST, and deep API security

API Security Platform

  • Discovers all APIs—including shadow, zombie, and undocumented.

  • Deployed in minutes via Postman, traffic mirroring, or API specs.

  • Integrates with 8+ platforms like Kong, Azure, AWS, Apigee & more.

  • Get full API visibility and scan results in under 30 mins.

  • 15,000+ DAST tests, OWASP API Top 10 coverage, and runtime risk classification.

  • Upload OpenAPI specs to tailor scans to your environment.

Continuous Pentesting (PTaaS)

  • Manual + automated pentests with 15,000+ evolving test cases beyond OWASP & PTES

  • Hacker-style testing to catch logic flaws & payment bypasses automation misses

  • Gray & black box pentesting tailored to requirements

  • Zero false positives, every finding is human-verified

  • Certified in-house experts (OSCP, CEH, eWPTXv2)

  • AI-powered dashboard to manage and scale pentests

DAST Vulnerability Scanner

  • 15,000+ tests covering OWASP Top 10, CVEs, and access control flaws.

  • Authenticated, zero false positive scans with continuous monitoring.

  • Vulnerabilities mapped to compliances like ISO 27001, HIPAA, SOC 2, GDPR.

  • Detailed vulnerability reports with impact, severity, CVSS score, and $ loss.

  • Continuously improves by learning from manual pentests.

  • Upload OpenAPI specs to tailor scans to your environment.

 Astra's Pentest for SaaS - Compliance View

Trusted by security teams working on AI

Astra secures AI-first companies that
handle billions of dollars in data,
predictions, and decisions.

G2 Leader Winter
G2 Most Implementable WInter
G2 Momentum Leader Winter
G2 Best Results Mid Market Winter

Loved by 1000+ CTOs & CISOs worldwide

We are impressed by Astra's commitment to continuous rather than sporadic testing.

Wayne
Wayne Garb
CEO, OOONA

Astra not only uncovers vulnerabilities proactively but has helped us move from DevOps to DevSecOps

Vinish Vijayan
IT Manager, Muthooth Finance

Their website was user-friendly & their continuous vulnerability scans were a pivotal factor in our choice to partner with them.

Larry Crawley
CTO, Strategic Audit Solutions, Inc.

The combination of pentesting for SOC 2 & automated scanning that integrates into our CI pipelines is a game-changer.

Jack Collins
Head of Product Engineering, Naro

I like the autonomy of running and re-running tests after fixes. Astra ensures we never deploy vulnerabilities to production.

Arthur De Moulins
Web Architect, Vkard

We are impressed with Astra's dashboard and its amazing ‘automated and scheduled‘ scanning capabilities. Integrating these scans into our CI/CD pipeline was a breeze and saved us a lot of time.

Ankur Rawal
CTO, Zenduty

We are impressed by Astra's commitment to continuous rather than sporadic testing.

Wayne
Wayne Garb
CEO, OOONA

Astra not only uncovers vulnerabilities proactively but has helped us move from DevOps to DevSecOps

Vinish Vijayan
IT Manager, Muthooth Finance

Their website was user-friendly & their continuous vulnerability scans were a pivotal factor in our choice to partner with them.

Larry Crawley
CTO, Strategic Audit Solutions, Inc.

The combination of pentesting for SOC 2 & automated scanning that integrates into our CI pipelines is a game-changer.

Jack Collins
Head of Product Engineering, Naro

I like the autonomy of running and re-running tests after fixes. Astra ensures we never deploy vulnerabilities to production.

Arthur De Moulins
Web Architect, Vkard

We are impressed with Astra's dashboard and its amazing ‘automated and scheduled‘ scanning capabilities. Integrating these scans into our CI/CD pipeline was a breeze and saved us a lot of time.

Ankur Rawal
CTO, Zenduty

What is AI penetration testing?

AI pentesting is a security assessment that simulates real-world attacks on machine learning models, data pipelines, and APIs to detect vulnerabilities like adversarial attacks, prompt injection, and data leaks.

Can Astra test LLMs and generative AI systems?

Yes. Astra supports LLM & Gen AI application penetration testing, including prompt injection, context hijacking, output manipulation, and misuse scenarios

Will pentesting slow down our deployments?

Not at all. Astra integrates seamlessly into your CI/CD workflows with zero downtime testing.

Do you cover compliance requirements for AI?

We align your security posture with frameworks like the EU AI Act, ISO 42001, GDPR, and more.

Do you provide a certificate post-test?

Yes, a publicly verifiable certificate and detailed report are included after every test.

Why do businesses need AI pentesting services?

Businesses need AI pentesting because it blends continuous automated scans with manual testing to uncover real-world vulnerabilities, prioritize fixes, provide contextual remediation (including video PoCs), and deliver audit-ready evidence to reduce noise, speed-up resolution, and protect releases and compliance.

How are Astra’s AI penetration testing services different from automated tools?

Astra’s AI pentesting pairs automation driven breadth with certified manual depth including logic tests plubys OSCP/CEH-led manual pentests, vetted zero-false-positive comprehensive reports, AI-augmented test cases, video PoCs, two free rescans, and real-time expert support.

How long does an AI/LLM systems penetration testing take?

The duration typically ranges from 10 to 15 business days, depending on scope, complexity, and assets tested. This timeline covers automated scanning, manual validation, and delivery of comprehensive, audit-ready reports with prioritized remediation guidance.

How much do AI penetration testing services cost?

AI pentesting services typically range from $5,000 to $50,000+, depending on scope, complexity, and assets tested. Astra engagements include automated scans, manual pentests, two free rescans, and certification, where tailored pricing ensures coverage for both compliance-driven and large-scale security needs.

Ready to shift left and ship right?

Let's chat about making your releases faster and more secure