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Ilya Kamen

Stop Fearing the DPIA

Stop Fearing the DPIA

Turn Compliance Risk into Product Strategy Most startups view the Data Protection Impact Assessment (DPIA) as a bureaucratic roadblock. This guide explains how to use it as a strategic tool to harden your architecture and build customer trust. TL;DR * What DPIA is: A structured risk analysis required by GDPR

Do You Actually Need a DPIA? The Official "2-out-of-10" Rule Explained

Do You Actually Need a DPIA? The Official "2-out-of-10" Rule Explained

Stop guessing and start shipping. Use the official EDPB criteria to definitively decide if your project needs a Data Protection Impact Assessment. TL;DR * The Rule: If your project matches 2 or more of the 10 official criteria, a DPIA is mandatory. * The Source: This rule comes from the WP248

LLM -The Engine, Not the Driver

LLM -The Engine, Not the Driver

Covenance | Jan 4th, 2026 | AI & Automation This post explains the vision of Covenance.ai for how to use existing AI to create products that bring our customers savings and speed not possible in the era before AI. We can do it today. business impact of AI: whats missing? The