Research, engineering deep-dives, and perspective from the team building machine-scale pentesting.
Browse by category
AI pentesting guardrails must be enforced outside the model. Covers scope limits, rate controls, approval gates, kill switches, and how to verify each one.
Tejas Dhokane Oct 22, 2026 
Every vendor calls their product automated penetration testing. Scripted scanners, BAS platforms, and agentic testing systems all use the term. This guide maps where scripted automation hits its ceiling and what agentic testing adds above it.
Tejas Dhokane Oct 21, 2026 
A risk register built on estimated likelihood is educated guesswork. Penetration testing converts estimated likelihood into confirmed evidence. This guide covers the risk assessment methodology and where exploit testing makes it reliable.
Tejas Dhokane Oct 14, 2026 
A security posture assessment gives you a baseline across people, process, technology, application, and data. But the application layer is only as strong as the testing behind it. Here is what each layer covers and where agentic testing adds what static review cannot.
Tejas Dhokane Oct 13, 2026 
A security audit proves your controls exist and are operating. A penetration test proves whether those controls hold under attack. A vulnerability assessment identifies what could be exploited. These are different types of evidence for different questions.
Tejas Dhokane Oct 12, 2026 
A gap analysis maps where your security controls fall short of a framework or baseline. Penetration testing then confirms which gaps are actually exploitable. This guide covers how to conduct both and what each produces.
Tejas Dhokane Oct 12, 2026 
CVSS scores rate how severe a vulnerability could be. Exploit proof shows what an attacker can actually do to your systems right now. They are different types of evidence, and prioritization should treat them differently.
Tejas Dhokane Oct 9, 2026 
ASPM consolidates AppSec tool findings into a unified risk view. But the tools it aggregates mostly identify potential vulnerabilities not confirmed ones. Continuous pentesting fills the validation gap that ASPM platforms reference but do not provide.
Tejas Dhokane Oct 9, 2026 
PTaaS replaces point-in-time penetration testing with continuous coverage. But not every vendor selling PTaaS delivers continuous testing. This guide covers what PTaaS is, how pricing works, what the contract should include, and how to evaluate vendors.
Tejas Dhokane Oct 6, 2026 
A medium IDOR plus a low session token issue plus an informational error disclosure is not three low-risk findings. It can be a full account takeover. Attack path analysis reveals which chains lead to real breach routes.
Tejas Dhokane Oct 5, 2026 
Broken access control has topped the OWASP Top 10 since 2021. Most testing misses it. Scanners cannot find authorization flaws. Here is what broken access control actually looks like and how multi-role testing finds it.
Tejas Dhokane Oct 1, 2026 
OWASP promoted software supply chain to A03 in 2025. Every result explains what supply chain attacks are. This post covers what supply chain security testing actually involves and what it finds.
Tejas Dhokane Sep 30, 2026 
The pentest report is the beginning of the security work, not the end. This guide maps the full remediation lifecycle — triage, routing, developer handoff, SLAs, retest, and compliance evidence.
Tejas Dhokane Sep 18, 2026 
A vague penetration testing RFP produces incomparable bids. One vendor quotes manual testing, another quotes automated scanning, and you cannot evaluate them against each other. This guide maps every element that makes bids comparable.
Tejas Dhokane Sep 18, 2026 
Cyber insurers now require penetration testing as a condition of coverage but not every pentest satisfies underwriting requirements. This guide maps what underwriters actually review and why it matters.
Tejas Dhokane Sep 9, 2026 
Most "automated penetration testing" is scripted scanning with a different label. This guide maps the full automation spectrum scanners, DAST, BAS, and agentic testing and what each actually does.
Tejas Dhokane Sep 8, 2026 
Zero trust assumes every request could be malicious. Penetration testing confirms whether those assumptions actually hold in your implementation. This guide maps what must be tested at each ZTA pillar.
Tejas Dhokane Sep 8, 2026 
Shift-left security puts SAST and DAST in CI/CD pipelines. Agentic penetration testing belongs one stage later triggered post-deploy, not pre-merge. Here is why the placement matters.
Tejas Dhokane Sep 8, 2026 
AI can autonomously remediate some vulnerability classes safely. For application code vulnerabilities, autonomous remediation creates more risk than it solves. Here is where the line sits and why.
Tejas Dhokane Sep 8, 2026 
CTEM is Gartner's five-stage framework for continuous exposure validation. The validation stage, where you confirm what's actually exploitable, is where agentic pentesting fits precisely.
Tejas Dhokane Sep 3, 2026 
BAS validates whether your defences detect known attacks. Agentic penetration testing confirms whether your applications are actually exploitable. They answer different questions and serve different security programme roles.
Tejas Dhokane Sep 3, 2026 
MCP connects AI agents to tools and data. It also creates attack surfaces that did not exist before tool poisoning, rug-pull attacks, cross-server trust exploitation, and OAuth scope creep.
Tejas Dhokane Sep 3, 2026 
AI red teaming tests AI models for harmful outputs and safety failures. Agentic penetration testing uses AI to test applications for security vulnerabilities. This guide maps the difference.
Tejas Dhokane Sep 2, 2026 
Generative AI introduces eight distinct security risk domains that require new controls, updated policies, and different testing approaches. This CISO guide covers all eight with specific mitigations.
Tejas Dhokane Sep 2, 2026 
Agentic AI security means two different things, and the gap between them defines the security challenge of the decade. This pillar covers both definitions and where they converge.
Tejas Dhokane Sep 2, 2026 
LLM penetration testing tests the security of language models integrated into applications, prompt injection, jailbreaking, data leakage, system prompt exposure, and DoS. Here is what each test covers.
Tejas Dhokane Sep 2, 2026 
Agent orchestration coordinates multiple AI agents toward complex goals. This guide covers the three orchestration patterns, inter-agent trust boundaries, and the six ways multi-agent systems fail.
Tejas Dhokane Sep 2, 2026 
AWS penetration testing is permitted on customer-owned resources without prior approval for most services. This guide covers the policy, AWS-specific attack surfaces, and when to use AWS Security Agent vs independent testing.
Tejas Dhokane Aug 27, 2026 
Cloud security assessments cover IAM configuration, network controls, storage access, workload security, and logging. This guide maps what each domain tests and what findings look like.
Tejas Dhokane Aug 26, 2026 
Penetration testing without a complete rules of engagement document is a legal and operational risk for both sides. This guide covers every clause and what goes wrong when it is missing.
Tejas Dhokane Aug 26, 2026 
Third-party risk assessment programmes use penetration testing evidence in two ways: requiring it from vendors, and producing it for customers. This guide covers both roles and how to evaluate vendor pentest reports.
Tejas Dhokane Aug 26, 2026 
Kubernetes penetration testing covers RBAC misconfigurations, privileged pods, API server exposure, supply chain weaknesses, and container escape paths. This guide maps what each test covers.
Tejas Dhokane Aug 26, 2026 
Social engineering penetration testing exposes the human attack surface that technical testing cannot reach. This guide covers methodology, ethics, what to measure, and how to use results.
Tejas Dhokane Aug 24, 2026 
Fintech companies face layered penetration testing obligations from PCI DSS, SOC 2, DORA, MAS TRM, FCA, and FFIEC. This guide maps what each framework requires and where the gaps are.
Tejas Dhokane Aug 24, 2026 
Wireless penetration testing has evolved beyond WEP cracking. Enterprise Wi-Fi misconfigurations, rogue APs, guest network pivots, and IoT sprawl are where the real risk sits in 2026.
Tejas Dhokane Aug 24, 2026 
An offensive security platform covers PTaaS, agentic pentesting, BAS, and exposure validation. This buyer's guide maps the category and gives the evaluation criteria that matter.
Tejas Dhokane Aug 24, 2026 
A vague penetration testing scope wastes budget, misses critical attack surfaces, and produces findings that do not reflect actual risk. This guide covers every scoping decision and what gets wrong.
Tejas Dhokane Aug 24, 2026 
SAST tools catch injection flaws, hardcoded secrets, and insecure patterns early. They cannot catch business logic, runtime behavior, or authorization gaps. Here is exactly where the line falls.
Tejas Dhokane Aug 18, 2026 
IAST instruments the application at runtime to observe security issues during actual execution. This guide explains how it works, where it fits in the AppSec stack, and when to use it.
Tejas Dhokane Aug 18, 2026 
EASM discovers your unknown external exposure continuously. Traditional pentesting confirms what's exploitable in a defined scope on a fixed schedule. Neither is complete without the other.
Tejas Dhokane Aug 18, 2026 
Black box, white box, and grey box penetration testing differ in what information the tester starts with. This guide explains the trade-offs and when to choose each approach.
Tejas Dhokane Aug 18, 2026 
OT penetration testing differs fundamentally from IT testing because a failed test can shut down production or create physical safety hazards. This guide covers methodology, constraints, and frameworks.
Tejas Dhokane Aug 18, 2026 
Attack surface management continuously discovers, inventories, and monitors exposed assets. This guide covers what ASM finds, what it misses, and where agentic pentesting closes the gap.
Tejas Dhokane Aug 14, 2026 
Most penetration testing problems start before testing does. This pre-engagement checklist covers scope, credentials, rules of engagement, contacts, and compliance confirmations.
Tejas Dhokane Aug 13, 2026 
Web application penetration testing tests authentication, authorization, business logic, APIs, and more. This complete overview covers methodology, OWASP, tools, and vendor evaluation.
Tejas Dhokane Aug 10, 2026 
GDPR Article 32 requires "regular testing" of security measures but doesn't name penetration testing. This guide explains what the obligation actually means and what satisfies it.
Sandeep Aug 10, 2026 
ISO 27001:2022 doesn't mandate pentesting by name, but Annex A controls 8.8, 8.29, and 5.29 create the obligation. Here is exactly what auditors examine and what evidence passes.
Tejas Dhokane Aug 10, 2026 
Penetration testing costs range from $5,000 to $150,000+ depending on scope, type, and depth. This breakdown explains every cost driver and what fair pricing looks like.
Sandeep Aug 10, 2026 
Network penetration testing covers external perimeters, internal segmentation, and lateral movement paths. This guide explains what each phase tests and what good results look like.
Tejas Dhokane Aug 6, 2026 
Red teaming and penetration testing serve different purposes. This guide explains the real difference, who needs which, and where agentic AI pentesting fits between them.
Tejas Dhokane Aug 6, 2026 
Most pentest reports are written for testers, not buyers. This breakdown explains every section in plain language and what separates a useful report from a compliance artifact.
Sandeep Aug 6, 2026 
NESA IAS v2 mandates annual penetration testing with specific evidence requirements. This guide covers exactly what UAE businesses need to satisfy NESA assessors.
Sandeep Aug 4, 2026 
PCI DSS v4.0 Requirement 11.4 mandates external, internal, and segmentation testing annually and after significant changes. Here is exactly what each sub-requirement demands.
Tejas Dhokane Aug 4, 2026 
SOC 2 doesn't mandate a pentest by name, but auditors require security testing evidence under CC6 and CC7. Here is exactly what they examine and what passes.
Sandeep Aug 4, 2026 
UAE cybersecurity compliance spans NESA IAS, PDPL, CBUAE, DESC, DIFC, and ADGM frameworks. This CISO guide maps every obligation and what each means for penetration testing.
Sandeep Aug 4, 2026 
MAS-regulated institutions in Singapore face layered VAPT obligations under TRM guidelines, outsourcing rules, and sector notices. This guide maps exactly what is required.
Tejas Dhokane Aug 3, 2026 
MAS outsourcing guidelines require FIs to assess and test the security of material third-party service providers. Here is what that means for your penetration testing program.
Tejas Dhokane Aug 3, 2026 
AI penetration testing works by deploying reasoning agents against your application surface. This buyer's guide covers how it works and the 7 vendor evaluation criteria that matter.
Tejas Dhokane Jul 31, 2026 
Continuous penetration testing runs security validation at the pace of development instead of once a year. Here is how it works, what it costs, and when it replaces annual pentests.
Tejas Dhokane Jul 31, 2026 
AI in penetration testing spans a wide spectrum, from report summarizers to true agentic exploitation. This guide maps the full range and what it means for security teams.
Tejas Dhokane Jul 31, 2026 
"VAPT certification" means two different things. This guide untangles the confusion between a post-test certificate, SOC 2, ISO 27001, and professional credentials.
Tejas Dhokane Jul 29, 2026 
"AI pentesting" is used to describe everything from real agentic testing to renamed scanners. This guide explains the difference and how to evaluate any vendor claiming it.
Tejas Dhokane Jul 29, 2026 
India has hundreds of VAPT vendors but quality varies sharply. Here is the evaluation framework security teams need before choosing a penetration testing partner.
Sandeep Jul 29, 2026 
VAPT stands for Vulnerability Assessment and Penetration Testing. This guide explains what VAPT means, how it works, types, costs, and why businesses need it
Tejas Dhokane Jul 27, 2026 
A VAPT report documents every vulnerability, its CVSS score, proof of concept, and remediation steps. Here is what to expect inside one and why quality matters.
Tejas Dhokane Jul 27, 2026 
SAST catches code-level vulnerabilities before runtime. But it misses business logic, runtime flaws, and more. Here is what SAST finds and what it cannot.
Sandeep Jul 23, 2026 
SAST, DAST, IAST, SCA, and autonomous pentesting each test different things. This guide explains what each does, what it misses, and how they fit together.
Sandeep Jul 23, 2026 
Standard pentests treat APIs like web apps and miss 8 critical vulnerability classes. Here is what gets left open and how agentic testing closes the gap.
Tejas Dhokane Jul 22, 2026 
Most healthcare security teams misread what HIPAA actually requires from penetration testing. Here are the 7 requirements that lead to audit failures.
Sandeep Jul 22, 2026 
A real web application penetration test covers far more than OWASP basics. Here are the 12 areas every engagement should test and most do not.
Tejas Dhokane Jul 21, 2026 
Most financial institutions rely on annual penetration testing to meet MAS TRM requirements, but the 2021 guidelines demand far more.
Tejas Dhokane Jul 21, 2026 
Before buying vulnerability scanning services, ask these 8 questions to compare coverage, exploit validation, pricing, compliance, and remediation.
Sandeep Jul 17, 2026 
Compare SAST vs DAST vs agentic pentesting in 2026 across coverage, business logic, exploit validation, false positives, and compliance.
Sandeep Jul 16, 2026 
Compare DAST vs agentic AI pentesting across coverage, business logic, exploit validation, false positives, and CI/CD security testing.
Sandeep Jul 15, 2026 
Discover 9 ways AI penetration testing outperforms manual testing in 2026, from speed and coverage to continuous security and lower costs.
Sandeep Jul 15, 2026 
Discover 12 reasons enterprises are switching to PTaaS in 2026 for faster testing, continuous security, lower costs, and better compliance.
Sandeep Jul 15, 2026 
DAST misses broken access control, business logic flaws, chained attacks, and more. See the 10 critical security gaps only agentic AI finds.
Sandeep Jul 15, 2026 
A clear-eyed look at six AI-driven offensive security platforms in 2026, spanning pentesting, BAS, and attack surface management, and how they differ.
Sandeep Jul 13, 2026 
Autonomous pentesting uses AI agents for continuous security validation. Learn how automated testing matches modern deployment velocity.
Sandeep Jul 13, 2026 4 min read No articles in this category.
Schedule a free consultation and see how teams like yours are strengthening their security posture — continuously.
