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We know your AI is intelligent

But is it secure?

Testing AI/ML systems requires domain knowledge. At Payatu, our AI/ML domain experts have orchestrated ways to help you secure your intelligent application against esoteric and potentially severe security and privacy threats.

ML Security assessment coverage

  • Understanding the Application

    • Use-case
    • Product Capabilities
    • Implementations

  • Attack Surface Identification

    • Understanding the ML Pipeline
    • Gather Test Cases If Any

  • Threat Modeling

    • Actors and Entity Boundaries
    • Possible Attacks identification on Exposed endpoints
    • Possible attack vectors

  • Model Endpoints

    • Understand ways with which end users communicate with model
    • Simulate end user interaction

  • Adversarial Learning Attack

    • Craft inputs to bypass fool classifiers
    • Use custom built tools
    • Automated generation of theoretically infinite zero day samples as possible

  • Model Stealing Attack

    • Model deployed locally or remotely
    • Reverse engineer deployed application
    • Custom built scripts for black-box model stealing attacks

  • Model Skewing and Data poisoning Attack

    • Simulate Feedback loops abused by attackers
    • Quantify the skewness of model

  • Model Inversion and inference

    • Get access to model via valid or compromised communication channels
    • Infer sensitive samples from training dataset from model

  • Framework/ Network/Application assessment

    • Identify traditional vulnerabilities in application
    • Leverage them for above attacks

  • Reporting and Mitigation

    • Comprehensive Mitigation Proposal
    • Work With Developer/SME for implementations

GET STARTED

Get to know more about our process, methodology & team!

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☷ All Blogs ›  ✍ Latest Blogs

kartheek.lade
30/11/2021

Automotive Security - Part 4 (what is OBD-II ?)

Welcome back! I hope you have gone through the previous blogs, where we discussed about “CAN Bus protocol”. In this blog we will look into OBD-II which is Goto option for diagnostics in vehicles a...
prateek.thakare
18/11/2021

Broken Access Control: Pentester's Gold Mine

Hey folks, hope you all are doing well! Recently OWASP Top 10 2021 was released and the Broken Access Control grabbed the first position with the most serious security risk. Broken Access Control issu...
kartheek.lade
02/11/2021

Automotive Security - Part 3 (Intro to CAN Bus Protocol - 101)

Welcome back! I hope you have gone through the previous blogs, where we discussed about “Automotive Security introduction” & “Automotive Attack Surface”. In this blog we will look into one of ...

☷ All News ›  ⚑ Latest News

Workshop, Online
12-December-2021

Kartheek Lade will be conducting a workshop on “Car Hacking.”
Workshop, Online
11-December-2021

Hari Prasad and Arun Nair will be conducting a workshop on “Laternal Movement Techniques.”
Webinar, Online
26-November-2021

Appar Thusso will be delivering a webinar on “Medical Device Security: The Good, the Bad and the Ugly.”