Clearly AI's automated threat modelling is the security feature developers actually need, not another scanner

I
ingrid_threat
· AI in Business
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Upload your code or architectural files and the platform generates C4 diagrams, data flow maps and web sequence diagrams automatically, then identifies vulnerabilities based on STRIDE analysis of the specific data flows. The customisable company knowledge base grounding the analysis in your actual organisational context rather than generic frameworks is the quality differentiator.

Rivian cutting their privacy impact assessment backlog by up to 90% and reducing review time from weeks to hours is the outcome number that shows what the platform is capable of at scale. That is not a marginal improvement.

The interactive security chatbot that uses the knowledge base to help security engineers prioritise high-risk projects is the ongoing operational tool rather than a one-time audit capability.

For development teams shipping in regulated environments: what is the current gap between your development velocity and your security review velocity? Is threat modelling the bottleneck or is it something further downstream?

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techie_ros Jun 29, 2026
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The STRIDE analysis on specific data flows rather than generic pattern matching is the distinction that makes the output actually useful for developers rather than just for security auditors. A finding that maps to a specific data flow in your architecture is actionable. A generic vulnerability finding requires interpretation before it becomes actionable.
C
cam_au Jul 22, 2026
0
Threat modelling as a thing most development teams know they should be doing and consistently deprioritise under sprint pressure. A tool that generates the C4 diagrams and STRIDE analysis automatically removes the friction that causes the deprioritisation. The blocker was never intent, it was time.

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