Ranti Dev Sharma - SpeedyLabs

SpeedyLabs

Sign in Subscribe

Ranti Dev Sharma

How to Optimize Gross-to-Net Calculations in Pharma?

How to Optimize Gross-to-Net Calculations in Pharma?

Accurate revenue calculation is critical in the pharmaceutical industry, where pricing complexity, regulatory oversight, and multiple deduction layers directly affect financial reporting and compliance. The Gross-to-Net (GTN) process sits at the center of this effort, translating gross sales into actual realized revenue by accounting for rebates, discounts, chargebacks, returns, and

What is a Pharmacy Benefits Manager (PBM)?

What is a Pharmacy Benefits Manager (PBM)?

Pharmacy benefit managers, commonly known as PBMs, play a central yet often debated role in how Americans access prescription medications. In recent years, PBMs have drawn increased attention from the media and policymakers at both the federal and state levels. Still, because they work largely behind the scenes within the

How Can Pharmaceutical Rebates Be Improved?

How Can Pharmaceutical Rebates Be Improved?

Pharmaceutical rebates play a central role in drug pricing, formulary positioning, and financial planning. While they help manufacturers compete for market access, their complexity often creates operational and reporting challenges. Improving how rebates are managed requires tightening processes that already exist—contracts, compliance, data, tiering, and technology—rather than introducing

Best Practices for Revenue Recognition in Pharmaceutical Accounting

Best Practices for Revenue Recognition in Pharmaceutical Accounting

Revenue recognition is a critical component of financial reporting in the pharmaceutical industry. The mix of licensing deals, supply arrangements, milestone payments, and services creates a landscape where timing and valuation must be handled with precision. Because of this complexity, companies rely on the principles of ASC 606, the standard

Trade Promotion vs. Deduction Management: Which Protects Your Revenue More?

Deduction Management

Trade Promotion vs. Deduction Management: Which Protects Your Revenue More?

When suppliers work with major retailers, a significant amount of energy goes into planning trade promotions. Pricing programs, coordinated marketing efforts, and structured agreements are all designed to support customer demand and sales momentum. These initiatives shape how products move through the channel and help suppliers strengthen their market position.

Managing Pharmaceutical Rebates with EDI: Improving Accuracy and Reducing Administrative Load

Managing Pharmaceutical Rebates with EDI: Improving Accuracy and Reducing Administrative Load

Pharmaceutical manufacturers work with a wide network of partners—distributors, pharmacy chains, PBMs, health plans, and government programs. Because pricing arrangements vary across these groups, rebate administration has become a routine but highly detailed part of the industry. To support this, manufacturers often depend on structured systems that can validate

Best Practices for Managing Pharmaceutical Rebates

Best Practices for Managing Pharmaceutical Rebates

Managing pharmaceutical rebates requires structure, clarity, and strong financial discipline. With complex regulations, varied rebate structures, and growing pressure around drug pricing, companies benefit from following well-organized practices that support accuracy, compliance, and better financial outcomes. Drawing from the core points in your content, here are the key practices that

How to Choose the Right Pharma Rebate Management Solution?

How to Choose the Right Pharma Rebate Management Solution?

Selecting the right rebate management solution has become a priority for healthcare payers, systems, and organizations handling complex pharmaceutical agreements. As rebate structures grow more intricate and the administrative workload increases, a well-chosen platform can support financial stability while helping maintain patient access to crucial therapies. The right system not

Merging Rebate Management & Financial Reporting in Pharmaceuticals

Merging Rebate Management & Financial Reporting in Pharmaceuticals

Managing rebates in the pharmaceutical sector is a central financial responsibility. Because rebates affect revenue, margins, compliance, and partner relationships, connecting rebate processes with financial reporting is essential for an accurate picture of business performance. When rebate activity is aligned with financial systems, companies gain clearer insight into pricing, contractual

Best Practices for Pharma Incentive Compensation Management

Best Practices for Pharma Incentive Compensation Management

Incentive compensation plays a central role in guiding pharmaceutical sales teams toward the outcomes that matter most for the organization. Because the industry operates with complex regulations, intricate data requirements, diverse territories, and constantly shifting market conditions, designing and managing these programs demands precision and structure. A strong incentive framework

What is Incentive Compensation in Pharma?

What is Incentive Compensation in Pharma?

Incentive compensation in the pharmaceutical industry plays a major role in shaping sales performance, guiding behavior, and supporting organizational goals. It is designed to motivate sales representatives while keeping their daily actions aligned with broader business priorities. When managed well, it creates a dependable and focused sales force that contributes

Strategies To Reduce AR Operational Costs

Deduction Management

Strategies To Reduce AR Operational Costs

Operational efficiency in finance isn’t just a cost advantage—it’s a survival strategy. Among all financial functions, Accounts Receivable (A/R) plays a pivotal role in sustaining cash flow and maintaining liquidity. Yet, the costs associated with managing A/R—ranging from invoicing and reconciliation to credit evaluation

A Guide To Receivables Management

Deduction Management

A Guide To Receivables Management

Receivables management sits at the core of every organization’s financial stability, influencing liquidity, profitability, and long-term operational control. It represents the structured approach businesses take to ensure timely payment collection for goods or services sold on credit—balancing strong financial governance with a seamless customer experience. When executed effectively,

Pharmaceutical Deductions Categories

Deduction Management

Pharmaceutical Deductions Categories

In the pharmaceutical industry, managing accounts receivable deductions is not just a financial task—it’s a critical process that directly affects profitability. With some deduction categories experiencing error rates as high as 50–75%, even small discrepancies can translate into substantial financial losses. These challenges are amplified by the

Deduction Types and Strategies: A Complete Guide

Deduction Management

Deduction Types and Strategies: A Complete Guide

Deductions are an unavoidable part of doing business between manufacturers, distributors, and retailers. While they can sometimes feel like a constant headache for Accounts Receivable teams, the key to mastering deduction management lies in understanding their types, causes, and how to address them strategically. This guide explores the three main

Deduction Process in the Order-to-Cash (O2C) Cycle

Deduction Management

Deduction Process in the Order-to-Cash (O2C) Cycle

The Order-to-Cash (O2C) cycle forms the financial backbone of every organization—turning sales into actual revenue. Yet, within this vital process lies one of the most persistent challenges businesses face: deductions. Whether arising from pricing discrepancies, shortages, damaged goods, trade promotions, or compliance penalties, deductions can quietly erode profit margins,

Guide to AI for Deductions Handling

Deduction Management

Guide to AI for Deductions Handling

Deductions have long been a hidden drain on profitability — quietly eroding margins, delaying cash flow, and overwhelming finance teams with manual claim validation and documentation chases. Traditional processes built on spreadsheets and emails can’t keep up with today’s deduction volumes, leaving revenue trapped in disputes and valid claims

Guide to the Deductions Management Process

Deduction Management

Guide to the Deductions Management Process

Deductions management has evolved from being a routine accounts receivable function to a strategic imperative for maintaining financial accuracy and cash flow health. Every deduction—whether due to pricing discrepancies, shortages, trade promotions, or returns—directly impacts revenue recovery, customer relationships, and overall working capital efficiency. Yet, for many organizations,

How to Use AI for Dispute Resolution & Dispute Management?

Deduction Management

How to Use AI for Dispute Resolution & Dispute Management?

Disputes are an unavoidable part of business, especially in industries where high transaction volumes, complex contracts, and multiple stakeholders intersect. From pricing errors and shipment discrepancies to trade promotion claims, unresolved disputes can slow cash flow, strain customer relationships, and erode profitability. Traditionally, dispute management has been a reactive, manual

What Are Pharmaceutical Rebates In The U.S. Market

What Are Pharmaceutical Rebates In The U.S. Market

The U.S. pharmaceutical landscape operates with a unique rebate structure that connects manufacturers, distributors, pharmacy benefit managers (PBMs), and government programs. Rebates are essential mechanisms that ensure fair pricing, control healthcare costs, and maintain compliance across multiple entities. Pharmaceutical rebates are more than just financial adjustments — they represent a

Deduction Management Challenges & How To Overcome It

Deduction Management

Deduction Management Challenges & How To Overcome It

Deduction management has evolved from a back-office task to a strategic financial discipline. What was once considered a routine collections activity is now a critical component of cash flow optimization, profitability protection, and customer relationship management. Every deduction — whether a pricing dispute, shipment discrepancy, or promotional claim — represents not just

Deduction Management Best Practices

Deduction Management

Deduction Management Best Practices

Deduction management has become one of the most complex and overlooked challenges in the accounts receivable (AR) process. Every deduction—whether a pricing error, shortage claim, or compliance adjustment—represents potential revenue leakage that directly impacts cash flow, profitability, and customer relationships. For many organizations, these deductions accumulate silently, eroding

The Complete Guide to Post-Audit Deductions

Deduction Management

The Complete Guide to Post-Audit Deductions

Post-audit deductions have become one of the most persistent and costly challenges facing manufacturers, distributors, and CPG suppliers today. These retrospective claims—often raised months or even years after a transaction—can drain cash flow, distort revenue accuracy, and consume countless hours in research and reconciliation. What makes them particularly

Deduction Resolution: From Root Causes to Automation

Deduction Management

Deduction Resolution: From Root Causes to Automation

Deductions have become one of the most persistent challenges in the Order-to-Cash (O2C) process—silently eroding margins, distorting revenue forecasts, and draining finance teams of valuable time. What begins as a small discrepancy between an invoice and a customer payment can quickly snowball into mounting backlogs, lost cash, and strained

Deductions Management Trend For Suppliers

Deduction Management

Deductions Management Trend For Suppliers

Deductions management has emerged as one of the most critical—and complex—functions for suppliers. What was once a routine accounts receivable activity has now evolved into a strategic discipline that directly impacts profitability, customer relationships, and overall cash flow health. The rising sophistication of retailer audits, the surge in