Ayin Insights
Practical thinking on health plan operations, technology, and analytics for Medicaid, Medicare Advantage, and PACE programs.
CMS and state Medicaid agencies are actively auditing provider directory accuracy — and the same errors that trigger audit findings also drive claims denials. This article explains the regulatory requirements, the claims cascade, and what a compliant directory workflow actually requires.
Read article →Premium billing failures in Medicare Advantage plans create cash flow gaps, regulatory exposure, and avoidable member disenrollments. Here is where the errors actually come from — and what prevents them.
Read article →HR1's Medicaid provisions — work requirements, FMAP reductions, and provider tax restrictions — are the largest administrative disruption in a decade. The policy debate is settled. Here's what small plans must operationalize in the next 90 days.
Read article →Signing a capitation contract is the easy part. By month two, most provider organizations discover that roster mismatches, attribution churn, downstream distribution requirements, and stop-loss tracking demand payer-grade administrative infrastructure they don't have.
Read article →CMS has expanded RADV audits to all eligible MA contracts and completed the V28 model transition. Regional plans are leaving revenue on the table — not because of clinical failures, but because of preventable gaps in encounter data workflows and diagnosis capture operations.
Read article →CMS is tightening FIDE-SNP and HIDE-SNP requirements every contract year. Plans still running dual-eligible populations across two separate systems are accumulating operational debt they will eventually have to repay — here is what integrated D-SNP administration actually requires at the workflow level.
Read article →Every vendor is selling AI to health plans. This cuts through it: where automation has a proven track record, where AI adds new value, the data quality prerequisite most plans skip, and where to focus first if you're resource-constrained.
Read article →Medicaid rates rose 3.4% in 2024 while costs jumped over 10%. The only lever small plans can actually control right now is administrative efficiency — here's what that means operationally.
Read article →Every small community health plan faces the same question: staff up internally, build your own systems, or partner with an outside firm? Here is an honest framework for making that call — including when internal is the right answer.
Read article →The Oregon Health Plan has structural complexities — the prioritized list, OHA quality reporting, DHS foster care workflows — that differ from every other state Medicaid program. This guide covers what CCO administrative teams need to operate within it fluently.
Read article →As state Medicaid programs accelerate their shift toward value-based care arrangements, provider-sponsored health plans face both new opportunities and operational challenges. Here's what you need to know.
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