https://blog.procurize.ai/categories/counterfactual-modeling/Recent content in Counterfactual Modeling on Smart Automation for Questionnaires & ComplianceHugoenhttps://blog.procurize.ai/ai-driven-real-time-counterfactual-compliance-engine/Mon, 01 Jan 0001 00:00:00 +0000https://blog.procurize.ai/ai-driven-real-time-counterfactual-compliance-engine/<h1 id="ai-driven-realtime-counterfactual-compliance-engine">AI Driven Real‑Time Counterfactual Compliance Engine</h1> <p>Enterprises that ship software to regulated markets are forced to react to policy changes after the fact. The lag between a new regulation, internal policy updates, and the actual product release can cost weeks of engineering effort, legal exposure, and lost revenue. A <strong>counterfactual compliance engine</strong> flips this paradigm: instead of waiting for a rule to land, it continuously asks <em>“What if this rule were introduced tomorrow?”</em> and instantly surfaces the downstream impact on product roadmaps, feature flags, and vendor contracts.</p>