
Get practical steps for usage based revenue recognition, from tracking customer usage to ASC 606 compliance, with tips for accurate and audit-ready financials.
Your customers are happy, your growth is accelerating, but your finance team is drowning in spreadsheets. This is the classic side effect of a successful usage-based pricing model. While charging customers for what they use is a fantastic way to scale, it creates a massive data headache on the back end. Every API call, user hour, or gigabyte of data needs to be tracked, billed, and accounted for perfectly. This is where mastering usage based revenue recognition becomes non-negotiable. It’s the critical process that turns chaotic usage data into clean, compliant, and auditable financial statements, ensuring your growth is built on a solid foundation.
Usage-based pricing, sometimes called consumption-based pricing, is a model where customers pay for a product or service based on how much they actually use it. Think of your electricity bill or your cloud computing costs—you’re charged for what you consume. While this model is straightforward for the customer, recognizing that revenue on the business side requires a specific accounting approach to maintain accurate financials and stay compliant. It’s all about recording revenue at the right time, which can get tricky when customer usage varies from month to month.
Unlike a standard subscription model where you collect a fixed fee every month, usage-based revenue is variable. One month a customer might use your service heavily, and the next, their usage could drop. This unpredictability is the biggest difference. With traditional models, you have a clear idea of your recurring revenue. With usage-based pricing, that forecast is much less certain. The real challenge lies in connecting your usage tracking systems with your billing and revenue reporting. Every gigabyte, API call, or user hour needs to be accurately measured, billed, and then correctly recognized as revenue according to accounting standards.
The biggest advantage of this model is fairness. Customers love paying only for the value they receive, which can lead to higher satisfaction and better retention. It aligns your success directly with your customers' success. On the flip side, this variability creates internal challenges. Financial forecasting becomes more complex when you can't rely on fixed monthly income. Cash flow management also requires closer attention. You're trading the predictability of a fixed subscription for a model that can be more equitable for your customers but demands more sophisticated financial oversight on your end.
To handle usage-based revenue correctly, you need to follow the five-step model outlined in the ASC 606 standard. This framework ensures you recognize revenue consistently and compliantly. Here’s a quick rundown of the steps:
Following these steps is essential for proper ASC 606 compliance and provides a clear roadmap for managing even the most complex revenue streams.
Adopting a usage-based model brings a lot of flexibility to your pricing, but it also adds a few layers to your revenue recognition process. The Financial Accounting Standards Board (FASB) has a set of rules, known as ASC 606, that outlines a five-step framework for recognizing revenue. While the core principles apply to all business models, usage-based pricing introduces unique challenges, especially around variable payments and performance obligations. Getting this right isn't just about staying compliant; it’s about having a clear and accurate picture of your company's financial health.
The key is to build a process that can handle fluctuating revenue streams while sticking to the core accounting principles of ASC 606. This means you need a solid understanding of your customer contracts and a reliable way to track usage data. When you have messy, high-volume data, this can feel like a huge task, but breaking it down into manageable steps makes it much easier. Let's walk through the specific considerations for applying the ASC 606 framework to a usage-based model.
First things first, you need to know exactly what you’ve promised to deliver to your customer. Under ASC 606, these promises are called "performance obligations." Start by looking at your customer contract and identifying each distinct good or service you're providing. For a usage-based model, this could be access to a software platform, a certain number of API calls, or data processing services. The goal is to create a clear list of deliverables. Once you have that list, you can begin to figure out how much of the total contract price should be assigned to each item.
This is where usage-based models get tricky. "Variable consideration" refers to revenue that can change based on customer activity, which is the very nature of your pricing. According to ASC 606, you should recognize revenue as the customer uses your service, but there's a catch: you can only record the amount you are confident you will actually be entitled to keep. This requires you to estimate future usage, which means you need a robust system for tracking customer activity accurately and reliably. If you promise to provide a service over time, you’ll recognize the revenue as that service is consumed.
Once you’ve identified your performance obligations and estimated the total transaction price (including the variable parts), it's time to allocate that price across your different obligations. For businesses with hybrid models, this might look like a two-part process. For example, if you charge a minimum monthly fee plus overages, you would recognize the committed minimum amount evenly over the contract period. Then, you would recognize any additional usage fees as they are incurred by the customer. This approach ensures that your revenue recognition aligns with how and when you deliver value.
When it comes to audits, usage-based revenue recognition gets a lot of attention. Auditors know that the complexity of tracking usage across multiple systems can lead to errors. One of the most important things to remember is that when you send an invoice doesn't determine when you recognize revenue. Revenue is recorded when the service is actually delivered or used. To pass an audit, you need a clear, documented process and a system that provides a transparent audit trail. Having seamless integrations between your billing, CRM, and accounting software is critical for maintaining data integrity and proving compliance.
Putting a usage-based model into practice means shifting how you think about revenue. Instead of recognizing a lump sum when a contract is signed, you recognize it piece by piece as your customer uses your service. This approach requires a solid process for tracking, timing, and allocating every dollar correctly. It’s all about connecting customer activity directly to your financial statements in a compliant and auditable way.
Getting this right hinges on a few key operational steps. You need to have the right systems in place to capture usage data, know the exact moment to record revenue, and apply accounting principles consistently. It’s also crucial that your data flows smoothly between all your tools, from your product platform to your accounting software. Let’s walk through how these pieces fit together to create a reliable revenue recognition process.
The foundation of this model is accurate data. You need a reliable way to measure every unit of consumption, whether it’s API calls, data storage, or user hours. For high-volume businesses, simple spreadsheets just won't cut it. You need advanced tools for metering and monitoring usage to ensure every billable action is captured without error. This isn't just about billing—it's about creating a trustworthy data trail for revenue recognition. Your ability to integrate disparate data from different platforms is essential for getting a complete and accurate picture of customer usage.
With a usage-based model, you record revenue when a customer actually uses your product or service. This is the core principle that aligns your financials with the value you deliver over time. For "pay-as-you-go" plans, this is straightforward: you recognize revenue as consumption happens. The same goes for overage fees, where you record the extra revenue in the period the overuse occurred. This timing is critical for ASC 606 compliance, as it ensures revenue is recognized when the performance obligation—the promise to deliver a service—is satisfied.
To stay compliant, you must follow the five-step process outlined in ASC 606. Think of it as your roadmap for revenue recognition. First, you identify the contract with the customer. Next, you pinpoint all the distinct services you’ve promised to deliver. Then, you determine the total price of the contract. After that, you divide that price among the different services. Finally, you record revenue as those services are delivered or used. Following these core accounting principles ensures your revenue is allocated logically and defensibly, which is exactly what auditors want to see.
A smooth connection between your systems is non-negotiable. The platform that tracks customer usage must communicate seamlessly with the software that handles your billing and revenue recognition. Any disconnects or manual data transfers create opportunities for errors, delays, and compliance risks. An integrated data environment ensures that once usage is recorded, it flows automatically through to your financial reports. If you’re struggling to connect your tech stack, it might be time to schedule a consultation to explore how automation can bridge those gaps and streamline your entire process.
Choosing the right pricing model is a foundational step in setting up your revenue recognition process. While there are many variations, most usage-based approaches fall into one of four main categories. Each one offers a different balance of flexibility for your customers and predictability for your business. Understanding how they work is key to figuring out which one aligns with your product, your customers, and your financial goals. Let's look at the most common models you'll encounter.
This is the most straightforward usage-based model. With a pay-as-you-go plan, customers pay only for what they use, typically on a month-to-month basis with no long-term commitment. Think of it like your electricity bill—the more you use, the more you pay. This model is popular with cloud services and API-based products where consumption can vary widely.
From an accounting perspective, revenue is recognized as the usage occurs. While the principle is simple, it demands precise and real-time tracking. The main advantage is that it offers customers maximum flexibility and a low barrier to entry. The downside for your business is less predictable revenue, which can make financial forecasting a bit more challenging.
In a prepaid model, customers purchase a set amount of service upfront, often receiving a discount for the bulk purchase. As they use the service, their prepaid balance is drawn down. This approach is common for services like SMS messaging platforms or stock photo sites, where customers buy a bundle of credits to use over time.
This model is great for your cash flow since you receive payment before the service is delivered. However, revenue can only be recognized as the customer actually uses the credits. The initial payment is recorded as deferred revenue, a liability on your balance sheet, until the service obligation is fulfilled. You also need a system to track credit consumption accurately for every single customer.
Tiered pricing creates different price levels based on usage. Customers select a tier that best fits their expected consumption, and they can move between tiers as their needs change. This is one of the most popular models for SaaS companies, often structured around the number of users, features, or data volume.
This model makes revenue recognition a bit more complex because you need technology to constantly track usage and automatically adjust when a customer moves to a new tier or incurs overage fees. While it offers more revenue predictability than a pure pay-as-you-go model, it requires a robust system to manage the moving parts and ensure revenue is always recognized correctly based on the customer's current tier and consumption.
A hybrid model combines a recurring subscription fee with a usage-based component. Customers pay a flat fee for access to the platform or a base level of service, plus additional charges for any usage that exceeds their allowance. This approach offers a great balance, giving your business a predictable, recurring revenue base while still giving customers the flexibility to pay for more as they grow.
Research shows that these hybrid models often lead to the highest yearly revenue growth because they successfully blend predictability with flexibility. For revenue recognition, you’ll have two streams to manage: the fixed subscription fee recognized ratably over the service period and the variable usage component recognized as it occurs. This requires a system that can handle both types of revenue streams seamlessly.
Switching to a usage-based model is a smart move for scaling your business, but its success depends entirely on how you implement it. A great strategy on paper can quickly fall apart without the right systems and processes in place. The goal is to build a framework that not only handles your current volume but can also grow with you, all while keeping your financial data clean, compliant, and useful.
Think of it like building a house. You wouldn’t start without a solid foundation and a clear blueprint. For a usage-based model, your foundation is built on five key pillars: automating your usage tracking, processing data in real time, using the right software, setting clear documentation standards, and establishing strong internal controls. Getting these pieces right from the start saves you from major headaches down the road, like inaccurate billing, compliance issues, and an inability to forecast revenue reliably. We’ll walk through each of these best practices to give you a clear path forward. For more helpful articles, you can find additional insights on our blog.
If you’re trying to manage a usage-based model with spreadsheets, it’s time for an upgrade. Manual tracking is not only time-consuming but also prone to human error, which can lead to incorrect invoices and flawed revenue reports. As your customer base grows, this approach simply won’t scale. To do this right, you need to invest in advanced tools designed specifically for metering and monitoring customer usage. Automation ensures that every data point is captured accurately and consistently, creating a reliable source of truth for your billing and revenue recognition processes. This isn't a "nice-to-have"—it's a fundamental requirement for a healthy, scalable usage-based business.
In a usage-based model, timing is everything. You need clean, accurate, and timely data to bill customers correctly and forecast revenue with any degree of confidence. Waiting until the end of the month to process usage data is a recipe for disaster. Real-time data processing allows you to spot anomalies as they happen, provide customers with up-to-the-minute usage dashboards, and make faster, more informed business decisions. A mediation engine can be a huge help here, acting as a middle layer that collects raw data from various sources, then cleans, normalizes, and prepares it for your billing and finance systems. This ensures the data you’re using is always reliable.
Your existing ERP or accounting software probably wasn’t built to handle the complexities of usage-based revenue recognition. Trying to force old systems to manage variable revenue streams is like trying to fit a square peg in a round hole—it’s frustrating and rarely works well. Instead, you need specialized software designed to automate revenue recognition according to ASC 606 guidelines. The right platform will seamlessly handle variable consideration, allocate transaction prices correctly, and maintain a clear audit trail. Look for a solution with flexible integrations that can connect with your existing tech stack to create a smooth flow of data from usage to reporting.
Technology is only part of the equation; you also need clear, consistent internal policies. Your finance team needs a playbook that outlines exactly how revenue should be recognized in different scenarios. What happens when a customer moves between pricing tiers mid-month? How do you account for minimum commitments versus overage charges? These situations can get complicated, so it’s essential to create clear, documented rules for your team to follow. This documentation ensures consistency in your financial reporting, makes onboarding new team members easier, and provides essential support during an audit. Don’t leave these decisions up to individual interpretation.
Strong internal controls are the guardrails that protect the integrity of your financial data. It’s vital to have a smooth, automated connection between the systems that track usage and the systems that handle billing and revenue recognition. This minimizes manual intervention and reduces the risk of errors. Your controls should include data validation checks at each stage of the process, regular reconciliations between systems, and clear access controls to protect sensitive information. By establishing these controls, you create a trustworthy data pipeline that ensures the numbers in your financial statements are accurate and defensible. If you're ready to see how this works in practice, you can schedule a demo with our team.
A usage-based model is only as strong as the technology that supports it. Relying on manual processes or patching together systems that don’t communicate is a recipe for inaccurate financials and exhausted teams. To make this model work, you need a solid operational foundation. This means putting the right software and processes in place from the start to handle the complexity of tracking usage, managing billing, and recognizing revenue accurately. When your systems are set up correctly, you can spend less time wrestling with data and more time growing your business.
This isn't just about finding a single tool; it's about creating an ecosystem where data flows freely and accurately from the point of customer usage all the way to your financial statements. Building this infrastructure correctly is fundamental to scaling your operations, maintaining compliance, and ultimately, making the usage-based model a profitable venture instead of an administrative headache. It requires a thoughtful approach to selecting software, ensuring your systems can talk to each other, and establishing processes that guarantee data integrity. Without this groundwork, you risk revenue leakage, compliance issues, and an inability to gain clear insights from your own data. Let's look at the key pillars of a system built for success.
If you’re managing usage-based billing, simple spreadsheets just won’t do the job. You need a system built to handle the specific demands of this model. Look for software that offers advanced tools for metering and monitoring customer usage automatically. Your platform should also be able to translate that usage data directly into billing and revenue recognition entries without manual intervention. The goal is to find a solution that can manage the entire lifecycle, from tracking a customer’s first interaction to closing the books at the end of the month. This level of automation is what separates a scalable model from a chaotic one.
Your business runs on multiple platforms—a CRM, an ERP, and payment gateways. For a usage-based model to function smoothly, these systems must communicate with each other flawlessly. It’s vital to have a smooth connection between the tools that track usage and the systems that handle your financials. Without it, you’re left with data silos and tedious manual reconciliation that invites human error. A platform with strong integration capabilities ensures that data flows automatically and accurately across your entire tech stack, giving you a single source of truth for your revenue data.
Good data does more than just help you send the right bill; it helps you make smarter decisions. To forecast revenue accurately, you need clean, timely usage data. Your software should provide real-time analytics and dynamic reporting that lets you see trends as they happen. Look for a system that can segment data by customer, product line, or any other metric that matters to your business. This visibility allows you to understand customer behavior, identify opportunities for growth, and get ahead of potential issues before they impact your bottom line. You can find more insights on how to use data effectively on our blog.
Auditors pay close attention to usage-based revenue recognition because of its complexity. With so much data moving between different systems, it’s easy for things to get messy. That’s why a clear, comprehensive audit trail is non-negotiable. Your revenue recognition software should automatically document every step of the process, from initial usage to the final journal entry. This creates a transparent, traceable record that makes it easy to justify your numbers and pass audits with confidence. Having a system that prioritizes compliance gives you peace of mind and proves the integrity of your financial reporting. If you'd like to see how this works, you can schedule a demo with our team.
Switching to a usage-based model is a smart move for growth, but let's be real—it comes with its own set of operational hurdles. From managing a flood of data to keeping your forecasts on track, these challenges can feel overwhelming. The good news is that they are completely manageable with the right strategies and tools in place. Instead of seeing them as roadblocks, think of them as opportunities to build a more resilient and efficient financial foundation for your business. By anticipating these common issues, you can create clear processes that not only solve them but also set you up for smoother, more profitable growth down the line. Let’s walk through some of the most frequent challenges and the practical steps you can take to handle them.
Usage-based pricing generates a massive amount of data from multiple systems, and trying to manage it all on spreadsheets is a recipe for errors and audit headaches. Because auditors pay close attention to this area, you need a reliable way to track usage, manage billing, and recognize revenue accurately. The key is to invest in advanced tools that can handle this complexity. A robust system with seamless integrations can pull data from all your sources, automate calculations, and give you a single source of truth. This not only saves countless hours but also ensures your records are clean, compliant, and ready for scrutiny at any time.
One of the trickiest parts of a usage-based model is forecasting revenue when customer payments can change from month to month. The core principle of ASC 606 is to recognize revenue as usage happens, but only for the amounts you are confident you will actually collect. This requires a system that is flexible enough to handle different pricing models and provide real-time updates. By closely monitoring usage patterns, you can build more predictable forecasts over time. Having access to real-time analytics and financial insights helps you spot trends, understand customer behavior, and make smarter projections for the future, turning variability into a predictable asset.
Without a clear rulebook, recognizing revenue can become inconsistent, especially in complex situations. What happens when a customer moves between pricing tiers? How do you account for minimum commitments versus overage charges? You need to establish clear, documented policies for how revenue will be recognized in every possible scenario. These internal guidelines are the foundation of your entire process. They ensure everyone on your team is on the same page and that revenue is always recorded correctly and consistently. An experienced team can help you define these policies to ensure they are both practical and compliant from day one.
The metric you use to charge customers—often called your "value metric"—is the engine of your usage-based model. This could be the number of users, gigabytes of data consumed, or API calls made. It’s crucial that this metric aligns directly with the value your customers receive. A good value metric should be easy for customers to understand, allow their costs to grow as they get more value, and be predictable. If you choose the wrong metric, you risk confusing customers or stalling growth. Take the time to discuss your strategy and select a metric that truly reflects the value you provide.
Manual reconciliation at the end of the month is time-consuming, stressful, and prone to human error. Trying to force legacy systems like an ERP to handle the complexities of usage-based revenue recognition often makes the problem worse. The most effective solution is to automate the process with a modern platform built for this purpose. The right software can automatically track usage, apply your revenue policies, make the necessary adjustments, and ensure you stay compliant with accounting standards. If you want to see how automation works in practice, a specialized platform can help you close your books faster and with far more confidence.
If you’re managing a usage-based model, manual processes are your biggest enemy. The sheer volume of data makes tracking everything in spreadsheets not just inefficient, but nearly impossible to do accurately. This is where technology becomes your most valuable player. Automating your revenue recognition process isn't a luxury; it's a fundamental requirement for scaling your business, maintaining compliance, and getting the insights you need to make smart decisions.
By leaning on the right software, you can move away from tedious data entry and constant cross-checking. Instead, you can focus on what the numbers are telling you about your business. Automation handles the heavy lifting of tracking usage, applying the correct accounting rules, and generating reports, giving you a clear and real-time view of your financial health. It’s about working smarter, ensuring accuracy, and building a financial foundation that can support your company’s growth without cracking under the pressure.
When you're ready to move beyond spreadsheets, look for a solution built specifically for the complexities of usage-based revenue recognition. Your existing ERP might be great for general accounting, but it likely wasn't designed to handle variable revenue streams. The right software should offer advanced tools for metering and monitoring customer usage. It also needs to manage billing and revenue recognition in a way that aligns with ASC 606. A key feature to look for is a system that offers seamless integrations with your current tech stack, so you can pull data from your CRM, billing platform, and other sources without a hitch.
Automating your process brings three major wins: speed, accuracy, and scalability. Instead of spending weeks closing the books each month, you can do it in a fraction of the time. Automation eliminates the human error that creeps in with manual data handling, ensuring your financial statements are reliable and audit-ready. As your business grows and your transaction volume increases, an automated system scales with you. You won’t need to hire more people just to keep up with data entry. If you're curious about how this could transform your workflow, you can always schedule a demo to see an automated solution in action.
Your revenue recognition process is only as good as the data you feed it. To get accurate financial reports and reliable forecasts, you need clean, timely usage data. This starts with having a solid system for collecting and processing raw data from various sources. Many companies use a mediation engine, which acts as a middle layer to normalize and aggregate usage data before it enters your revenue system. This step is crucial for filtering out errors and ensuring consistency. By prioritizing strong data management, you create a single source of truth that you can trust for both compliance and strategic planning. You can find more insights on data best practices on our blog.
Staying compliant with ASC 606 is non-negotiable, and the right tools make it much easier to manage. Modern revenue recognition platforms are designed with these accounting standards in mind. They can automatically track usage against performance obligations, calculate variable consideration, and allocate revenue to the correct periods. This creates a clear, defensible audit trail that shows exactly how you arrived at your numbers. Look for a platform that provides detailed reporting and analytics, so you can monitor compliance continuously, not just at the end of the quarter. This gives you peace of mind and lets you focus on growing your business with a team you can trust.
Implementing a usage-based revenue model isn't a one-and-done project. It’s a shift in how you operate, and long-term success depends on building a solid foundation. Once your systems are in place, the real work begins: maintaining compliance, empowering your team, and adapting to change. Think of it as tending to a garden; the initial planting is just the start. Consistent care is what ensures healthy growth for years to come.
By focusing on a few key areas, you can create a resilient framework that supports your business as it scales. These practices will help you avoid common pitfalls, keep your financials accurate, and make sure your revenue recognition process remains a strength, not a liability.
Your team is the most critical part of this transition. Your accountants and finance professionals, in particular, are on the front lines, so they need the right tools and knowledge to manage the new process effectively. Continuous training is key. Make sure everyone understands not just the "how" of using new software, but the "why" behind your usage-based revenue recognition policies and their connection to ASC 606.
Schedule regular sessions to cover software updates, policy changes, and compliance refreshers. When your team feels confident and well-supported, they can better manage the systems that ensure your company follows all the necessary financial rules. For more educational content, you can find helpful articles on the HubiFi blog.
Your business isn't static, and neither are your revenue recognition policies. As you introduce new products, enter new markets, or adjust your pricing, your policies need to keep pace. It's essential to create clear, documented rules for how you recognize revenue across all your pricing models, from simple pay-as-you-go to complex tiered structures with overages.
Set a recurring date on the calendar—quarterly or annually—to review and update your documentation. This proactive approach ensures your policies always reflect your current business operations and comply with the latest accounting standards. Having adaptable policies is a core part of a healthy financial system, and understanding the cost of implementation can help you budget for the right tools to manage them.
With usage-based models, revenue flows in as customers use your service. This means you should recognize revenue as it happens, but only for the amounts you are confident you will collect. To do this accurately, you need to monitor performance constantly, not just at the end of the month. Real-time analytics give you a clear view of revenue trends, customer usage patterns, and other key metrics.
This continuous oversight helps you spot potential issues before they become major problems, improve forecasting accuracy, and make smarter strategic decisions. If you want to see how automated, real-time monitoring works, you can always schedule a demo to explore the possibilities for your business.
The only constant is change. Your customers’ needs will evolve, new competitors will emerge, and your own business goals will shift. Your financial systems must be flexible enough to handle these changes without breaking. This means choosing technology that can support different pricing models, provide real-time usage data, and scale with you as your transaction volume grows.
A rigid system will only hold you back. Instead, build a tech stack that embraces change. The right software should offer seamless integrations with HubiFi and other tools you rely on, allowing you to pivot quickly and confidently. This adaptability is what will ultimately give you a competitive edge and ensure your revenue recognition process can stand the test of time.
Why is ASC 606 compliance so much harder with usage-based pricing compared to a simple subscription? With a standard subscription, you recognize a fixed amount of revenue evenly over the service period—it's predictable. Usage-based models introduce variable consideration, meaning your revenue changes based on customer activity. This requires you to estimate future usage and only recognize what you're confident you'll collect, which adds a layer of complexity and judgment. The core challenge isn't just tracking usage, but connecting that variable data to accounting principles in a way that is consistent, defensible, and auditable.
My company is still using spreadsheets to track usage. What's the most important first step to take toward automation? The best first step is to map out your entire data flow, from the moment a customer uses your service to when that revenue is reported. Identify every manual touchpoint, data transfer, and calculation. This exercise will reveal your biggest bottlenecks and areas most at risk for errors. Once you have that clear picture, you can start evaluating software solutions that are specifically designed to automate those weak points, rather than just looking for a generic tool.
When exactly do I recognize revenue? Is it when the customer uses the service, when I send the invoice, or when they pay? You recognize revenue when the service is actually delivered or used by the customer. This is a core principle of ASC 606. The timing of your invoice or when you receive payment doesn't determine when you can record the revenue. For a usage-based model, this means as your customer consumes your service—whether it's data, API calls, or user hours—you earn the revenue in that same period.
How do I choose the right usage metric for my business? The best metric, often called a "value metric," is one that aligns directly with the value your customers receive from your product. It should be simple for them to understand and predictable enough that they can anticipate their costs. A good metric also allows customers to start small and increase their spending as they grow and get more value from your service. Think about what action or resource most clearly represents a successful outcome for your customer and build your pricing around that.
What's the biggest mistake companies make when they switch to a usage-based model? The most common mistake is underestimating the operational shift required. Many companies focus entirely on the pricing strategy but fail to invest in the systems needed to support it. They try to manage complex usage data and revenue recognition rules with old software and manual processes. This almost always leads to billing errors, compliance problems, and an inability to get a clear view of financial performance. A successful transition requires a commitment to automating the entire process from the start.
Former Root, EVP of Finance/Data at multiple FinTech startups
Jason Kyle Berwanger: An accomplished two-time entrepreneur, polyglot in finance, data & tech with 15 years of expertise. Builder, practitioner, leader—pioneering multiple ERP implementations and data solutions. Catalyst behind a 6% gross margin improvement with a sub-90-day IPO at Root insurance, powered by his vision & platform. Having held virtually every role from accountant to finance systems to finance exec, he brings a rare and noteworthy perspective in rethinking the finance tooling landscape.