Independent, Deterministic Operational Reads for CIOs, Risk Committees, and Credit Underwriters.
Insurance Operational Due Diligence: Underwrite the Real Exposure
Chief Investment Officers and Risk Committees routinely underwrite exposure based on reported financials and management representations. Msigma’s Kinetic Operations Model™ (KOM™) provides an essential independent layer: a deterministic, empirical read on a target company's real operational condition—executed without requiring target cooperation or site access.
For CLO exposure, private credit underwriters, and risk committees, this means verifying the true operational story behind a credit before it becomes a problem on the balance sheet, not after.

Underwrite What Is Actually There
58 percent of insurance CIOs—representing over $14 trillion in assets—plan to increase private credit allocations, with 40 percent specifically expanding investment-grade exposure (Source: Goldman Sachs Asset Management, Global Insurance Survey).
That capital sits directly against long-tail liability books that insurers must answer for to regulators and policyholders. This presents a fundamentally different order of consequence than a traditional fund absorbing a temporary bad mark. When underwriting private debt or credit facilities, relying solely on lagging financial statements leaves hidden operational drag unmeasured.
Empirical Credit Risk Verification via NPKA™
Uncover Hidden Credit Exposure
Verify Borrower Market Defensibility
Detect Early Customer Retention Shifts
Operational Mass™ (MΣ)
Quantify structural drag and workflow execution risks across borrower operations to identify balance sheet stress prior to credit impairment or covenant breaches.
Market Resilience™ (MΩ)
Measure real-world market capacity, vendor dependencies, and pricing power to ensure portfolio companies can maintain liquidity through macroeconomic pressure.
Customer State™ (MΨ)
Track real-time customer health and retention trajectory long before operational friction surfaces in quarterly financial reports.
Protect Your Book with Deterministic Operational Reads
Schedule a confidential operational due diligence consultation to see how non-permissive target reads provide independent operational verification for your investment committee or credit underwriting team.
