Cognitive Appeals Automation: Cutting Costs by 40%, Spiking Star Ratings
for Major Payer

SCENARIO

About the Client

A leading national health insurance company used Sagility’s intelligent machine learning solution, leading to cognitive appeals automation to cut costs by up to 40%.

CHALLENGE

The client had several disparate, manual applications relying on a human agent to pull data to deliver a service intake of faxes and scanned document images into manual queues. The inputs consisted of different sources and format types, and working through repetitive processes was a less-than-optimal use of employees’ time. With the client’s average auto-forward rate of four per month, this led to a negative impact on their Star ratings. There were over 100,000 claims per month, and seasonality in data added further complexities to the issue.

SOLUTION

For Misdirects and Transfer Reduction, Sagility leveraged our OCR/NLP (Intelligent Content Processing) for intake efficiency. Route identification of resolutions was flagged as standard or true appeals specific to a line of business and within them potentially expedited or urgent cases at the onset into the resolutions intake bucket and identification of misroutes within the same intake bucket accordingly to avoid a duplicate processing. Domain-specific lexicons, semantic and contextual inferences and entity mining within the documents, drive the NLP here. ML based classification models facilitate the triaging activity.

We developed provider relationship dashboards to empower network teams to work with providers proactively to provide requisite information up front for an appeal resolution.

RESULTS

With the dashboard, Sagility gathered actionable insights based for minimized provider abrasion.
Additionally, KPIs around member to appeal incidence rates, auto-forward/critical error cases, upheld to
overturn rates, and costs involved in resolving an appeal can go a long way in quantifying the dollar impact of resolutions and working on factors that improve the overall grievance and appeal resolution experience with a payer.

With all of solution components working together, Sagility helps this client holistically solve appeals and  grievances, lowering them over time. Based on our two decades of innovative partnership and consultative value, we bring a unique end-to-end view of problem and solution.

~ 40%

Efficiency/Productivity

~ 99%

Quality/Misroute Avoidance

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