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Autonomous AI Can Move Fast. But Can It See The Whole Picture

Daniel Tcherepanov
5 days ago
3 min read

AI Attacks Are a Coverage Problem

AI-assisted attacks are getting attention: agents that scan, exploit, and pivot with little human direction. Strip away the hype and they succeed for the reason attackers always have. The environment gave them a path. An exposed service, a reused password, an over-permissioned cloud role. AI did not create those paths. It just makes it more accessible to previously under-skilled adversaries.


AI, unfortunately, does not care what it breaks. An autonomous agent has no sense of scope, no regard for production, and no judgment about when to stop. That is not a testing methodology. That is an incident with production impacts.


What AI cannot do is tell you why a full path exists, what it connects to, or what to fix so the whole class of problem goes away. AI has hard limits on accurate analysis when complicated and multifaceted tasks with large amounts of data are involved. Documenting it, and exploiting it, safely, takes people who understand the environment and the code, and who can prove a path exists without taking your business down.


We test for coverage

Most tests cover a slice: an external range, onapplicationoncloud account. Attackers land wherever the door is open and go wherever the environment allows. Each and every engagement goes through a rigorous threat-modelling exercise. We find and document every visible attack path, from multiple realistic angles, so you have a maof how your environment can actually be traversed. Fix the root causes and the blast radius of an initial compromise shrinks drastically. A foothold on a workstation, web server, or cloud identity ends up contained insteaof resulting in full compromisand ransomware delivery. 


Onenvironment, tested aone


Web applicationand source code. 

The apps you sell and the ones you built for yourself. Our web testers are developers with a stronoffensive background, not general purpose pentesters. They point to the line in the code where a problem starts and explaiwhy. Real code review when source is available, not scanner output with a cover page. Findings come with actionable and working proof of concept exploits.


Cloud. Tested by people who specialize in the areaand understand how cloud environmentare set up and functionnot just how to attack them. Identitand access, service configuration, secrets, exposure, and the trust between accounts, subscriptions, and workloads. Understanding how these environmentare meanto woris what finds the patha scanner never will.


Internal. Tested by people with a systems and networadministration background who know how enterprisenvironmentare actually assembled. Active Directory, lateral movement, privilege escalation, credential exposure, segmentationUnderstanding why a misconfiguration exists is what turns a finding into a fix that holds.


External. Everything reachable from the internet, approached the waa reaattacker would. Specialized methodology and rigorous scoping results in full coverage of your externaattack surface.


Alerting and monitoring. We confirm they are installed and working as intended. We have specialized resources on our teathat build tooling in house that bypasses antivirus and EDRs. This allows us to test realistically, in the same wathat advanced attackers do when they bring their own specialized tooling to deawith those defenses.

The dangerous paths cross boundaries: a web application exploit that yields cloud tokens, a misconfiguration that opens a route back on-premises, an internal foothold that reaches the cloud control plane. Test the surfaces separately, and you get three reports and no picture of how they connect. Test them togetheand you get the chains an adversary would actually use.


Multiple angles, validated results

We work from unauthenticated external, assumed breach on a workstation, low privilege application user, contractor or partner access, compromised cloud identity, and whatever else fityour threat model. Every chain we reporis confirmed from the network positions where it matters. You will not spend budget on chains that were never reachable, and you will not writofonthat was.


What you get

  • A documented maof attack pathacross web, cloud, internal, and external.

  • Root cause analysisso fixes reduce blast radius insteaof chasing symptoms.

  • Working proof of concept exploits, backed by real, manual, source code review.

  • Confirmation that alerting and monitoring work.

  • Prioritization based on how paths chaitogether.


Bottom line

Attackersautomated or not, win by finding the onpath you did not knoaboutThe fix is not anothetool. It is a thorough, connected assessment by people who understand your environment and respect it, followed by remediation guidance that closes the pathathe source. We have tested this wafor years because it works. The headlines just make it easier to explain.

Let's talk about what that looks like for your environment.

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