Blog
Insights on AI-powered document processing for insurance
Industry InsightsThree 2026 deadlines in EU MedTech regulation are converging on the same document
As a Product & Growth Lead, I keep seeing the same challenge across MedTech teams: the same documentation is repeatedly reorganized and reviewed for different regulatory processes — and that pressure is only growing.
Sofija Mamuchevski
Insurance TechnologyBlack Box vs. Audit Trail: Why “The AI Extracted It” Isn’t Enough for a Regulated Claim
Extraction returns a value and a confidence score. A regulated claim needs a result that can be reconstructed and defended through editable rules and a full audit trail.
Sofija Mamuchevski
Healthcare ComplianceCMS Alert: Glucose Monitoring Supplies Show a 25.2% Improper Payment Rate
CMS projected $278.5 million in improper payments for glucose monitoring supplies. Learn how automated document validation can catch documentation gaps before submission.
Sofija Mamuchevski
$8,332 in Net Overpayments: How Document Review Errors Keep Slipping By
A new HHS-OIG Medicare audit found 37 incorrectly billed claims in a 100-claim sample. The bigger issue was not the dollar amount, but the manual document-review process behind the errors.
Sofija Mamuchevski
Document AutomationEU AI Act Enforcement Begins: What Regulated Teams Should Be Able to Prove
On 2 August 2026, new EU AI Act transparency rules began to apply. Learn what changed and how regulated teams can make automated workflows traceable.
Sofija Mamuchevski
12,036 Pounds of Bacon Recalled Why Food Safety Document Validation Matters
Twelve thousand pounds of bacon, recalled because required approval was missing. No confirmed contamination. No reported illness. No failed laboratory result. For anyone working in food quality assu
Sofija Mamuchevski
Insurance Claims AutomationClaims Automation in 2026: Why Extraction Is Not Enough
Claims teams are under growing pressure from longer cycle times, climate losses, repair complexity, fraud risk, and rising customer expectations. This article explains why claims automation must move beyond document reading and into structured, auditable document validation.
Sofija Mamuchevski
Industry InsightsDMEPOS Documentation Requirements: What FY2024 Improper Payments Reveal
CMS identified $1.9B in DMEPOS improper payments in FY2024. Learn why documentation failures drive denials and how suppliers can reduce audit risk.
Sofija Mamuchevski
Document IntelligenceA 15-Minute Workflow Demo Reveals More Than a Month of Meetings
Most operational inefficiencies hide inside document workflows — not on your agenda. Here's why a short workflow demo often exposes what months of meetings miss.
Sofija Mamuchevski