Order to cash analytics helps you spot bottlenecks, speed up payments, and improve cash flow. Learn practical steps to streamline your O2C process.

Think of your company’s financial health as a relay race. The baton is the customer's order, passed from your sales team to fulfillment, then to invoicing, and finally across the finish line when payment is collected. If there’s a clumsy handoff at any point, the whole race slows down. You might not even know where the problem is—just that you’re not getting paid as quickly as you should be. Order to cash analytics is like having a high-speed camera on the entire track. It lets you see every step in detail, pinpointing exactly where delays happen so you can streamline your process and turn orders into revenue faster.
Think of the order to cash (O2C) process as the complete journey your business takes with a customer, from the moment they decide to buy something to the moment their payment is settled in your accounts. It’s the entire sequence of events that turns a customer’s order into cash for your business. Order to cash analytics, then, is the practice of examining this entire process with a fine-tooth comb. It’s about using data to see what’s working, what’s not, and where you can make improvements to get paid faster and keep your customers happy.
Instead of just looking at individual steps like invoicing or collections, O2C analytics gives you a holistic view. You can spot bottlenecks, identify trends, and understand how one part of the process affects another. For example, you might discover that a slow order fulfillment process is leading to delayed payments down the line. By tracking and analyzing the whole system, you can make smarter, data-driven decisions that directly impact your company’s financial health and customer relationships. It’s about transforming your financial operations from a series of disconnected tasks into a streamlined, efficient engine for growth.
To really get a handle on O2C analytics, it helps to understand the individual steps involved. While the specifics can vary by business, the core journey is generally the same. It’s a multi-stage workflow that requires coordination across several departments, including sales, finance, and operations.
Here are the key steps you’ll find in most order to cash cycles:
Simply having an O2C process isn’t enough; you need to know if it’s running efficiently. This is where analytics comes in. By applying analytics to your O2C cycle, you can move from guessing to knowing. You can pinpoint exactly where delays are happening, why invoices are being disputed, or which customers consistently pay late. This insight allows you to fix the root causes of problems instead of just dealing with the symptoms.
Modern tools make this easier than ever. With the right software, you can automate data collection and analysis, giving you real-time visibility into your financial health. For instance, integrating your data sources provides a single source of truth, eliminating manual errors and saving your team countless hours. Technologies like AI can even offer predictive insights, helping you anticipate payment issues before they happen. Ultimately, analytics transforms your O2C process from a simple operational necessity into a strategic asset for improving cash flow and driving business growth.
If you’ve ever felt like your business is working hard but the cash isn’t flowing in as quickly as it should be, your order to cash (O2C) process is likely the culprit. This cycle touches every part of your business, from sales and fulfillment to finance and customer service. When it’s clunky and inefficient, you feel the pain everywhere. You spend too much time fixing errors, your customers get frustrated with incorrect invoices, and your cash gets tied up in unpaid accounts.
Order to cash analytics gives you the clarity to fix these problems. By tracking and analyzing every step—from the moment a customer places an order to the moment you receive payment—you can pinpoint exactly where the bottlenecks are. This isn't just about generating reports; it's about transforming data into actionable steps that directly impact your bottom line. A well-tuned O2C process leads to faster payments, happier customers, and a more efficient team. It’s the key to building a scalable and financially healthy operation, allowing you to spend less time chasing payments and more time growing your business.
A healthy business runs on healthy cash flow. The faster you can turn a customer’s order into money in your bank account, the more financial flexibility you have. This is the core promise of an optimized O2C process. The main goal is to reduce your Days Sales Outstanding (DSO), which is simply the average number of days it takes to collect payment after a sale is made. A high DSO means your cash is stuck in limbo. By using O2C analytics to identify and resolve delays in invoicing and collections, you can significantly shorten this window. This consistent cash flow allows you to pay suppliers on time, invest in growth, and build a more resilient business. You can find more financial insights on our blog.
The customer experience doesn’t end when they click “buy.” It extends all the way through receiving the correct product on time and paying a clear, accurate invoice. A messy O2C process, full of manual errors and delays, can quickly sour a customer relationship. Imagine a customer receiving the wrong invoice or having their order delayed because of an internal mix-up. It’s frustrating and damages trust. O2C analytics helps you streamline these backend operations. By automating your workflows, you ensure order and invoice accuracy, which leads to a smooth, professional experience for your customers. When they can trust that every step of the process will be seamless, they’re more likely to become repeat buyers. Smooth integrations between your systems are key to making this happen.
When your team isn’t bogged down by manual data entry, correcting invoicing errors, or chasing down information across different departments, they can focus on more valuable work. O2C analytics helps you achieve this by automating repetitive tasks and creating a single source of truth for all order-related data. This eliminates information silos and reduces the risk of human error. Modern O2C software connects your data sources automatically, saving countless hours and improving accuracy. Of course, technology is only part of the solution. Proper employee training is essential to ensure your team understands the new, streamlined processes and can use the tools effectively to keep your operations running smoothly.
To get a clear picture of your order-to-cash cycle's health, you need to track the right performance indicators. Think of these metrics as your dashboard—they tell you what’s working, where the bottlenecks are, and how you can improve. Focusing on a few key numbers helps you move from simply processing orders to strategically managing your revenue and cash flow.
By monitoring these metrics, you can spot issues before they become major problems, like a slowdown in collections or an increase in order errors. This data-driven approach allows you to make informed decisions that directly impact your bottom line and customer satisfaction. Let's walk through the essential O2C metrics every high-volume business should have on its radar.
Days Sales Outstanding, or DSO, measures the average number of days it takes for your company to collect payment after a sale is made. In simple terms, it answers the question: "How long does it take us to get paid?" A lower DSO is generally better, as it means you're converting sales into cash more quickly, which is great for your cash flow.
A high DSO can signal issues with your credit policies, invoicing process, or collections efforts. Tracking this metric helps you understand the efficiency of your accounts receivable team. If you notice your DSO creeping up, it’s a clear sign to review your processes and find out where the delays are happening. Improving your DSO means you have more cash on hand to run and grow your business.
This metric tracks the total time from when a customer places an order to when they receive it. Your Order Fulfillment Cycle Time is a direct reflection of your operational efficiency and has a huge impact on customer satisfaction. A long cycle time can lead to frustrated customers and canceled orders, while a short, predictable cycle builds trust and encourages repeat business.
To improve this metric, you need to look at every step in your fulfillment process—from order processing and inventory management to picking, packing, and shipping. By identifying and addressing delays, you not only create a better customer experience but also speed up the entire O2C process, allowing you to invoice and collect payment sooner.
The Collection Effectiveness Index (CEI) shows how effective your team is at collecting outstanding receivables. It compares the amount of money you collected during a period to the total amount that was available to be collected. A CEI score closer to 100% indicates a highly effective collections process, while a lower score suggests there's room for improvement.
This metric gives you a more accurate picture of your collections performance than DSO alone because it focuses specifically on what was due. If your CEI is low, it might be time to refine your collections strategy, update your communication with customers, or offer more flexible payment options. A strong CEI is essential for maintaining a healthy cash flow.
Your Order Accuracy Rate measures how many orders are fulfilled perfectly—without any errors—the first time. This includes sending the right products, in the right quantities, to the right address, without any damage. A high accuracy rate is a sign of a well-oiled operational machine. It directly contributes to higher customer satisfaction and lower costs.
Every mistake in an order creates extra work and expense, from processing returns and shipping replacements to handling customer service calls. These costs can eat into your profit margins. Tracking your order accuracy helps you pinpoint weaknesses in your fulfillment process, reduce waste, and protect your brand's reputation for reliability.
Invoice Processing Time is the duration it takes from the moment an invoice is created to when it gets paid. This metric is critical because delays in invoicing directly lead to delays in payment. The faster and more accurately you can generate and send invoices, the sooner you can start the collections clock and improve your cash flow.
Long processing times can be caused by manual data entry, complex approval workflows, or a lack of integration between your sales and accounting systems. Automating your invoicing process can significantly reduce this time, minimize errors, and ensure invoices are sent out promptly. Streamlining your invoice processing is a straightforward way to get cash in the door faster.
Trying to manage your order-to-cash cycle with spreadsheets and manual processes is like trying to navigate a highway on a bicycle—it’s slow, risky, and you’re bound to get left behind. Technology is the engine that powers a modern, efficient O2C process. By implementing the right tools, you can automate tedious tasks, gain clearer insights from your data, and make smarter decisions that directly impact your cash flow. These advancements aren’t just about working faster; they’re about working smarter and giving your team the visibility it needs to perform at its best. From integrating your core systems to leveraging predictive analytics, the right tech stack removes guesswork and replaces it with data-backed confidence.
Think of your Enterprise Resource Planning (ERP) system as the central nervous system of your business operations. It connects everything from order management and inventory to accounting and customer relationships. When you integrate your data sources, you create a single source of truth for your entire O2C cycle. This means no more hunting down information in different spreadsheets or departments. With all your data in one place, you eliminate redundant data entry, reduce the risk of human error, and give your team a complete, accurate picture of every transaction. This unified view is the foundation for reliable O2C analytics and a much smoother workflow.
Artificial intelligence isn't just a buzzword; it's a practical tool that can seriously sharpen your financial operations. In the O2C process, AI and predictive analytics act as your financial co-pilot. These technologies can analyze historical payment data to accurately forecast future cash flow and, more importantly, identify potential problems before they happen. Imagine knowing which customers are most likely to pay late this month. This allows your collections team to be proactive, focusing their efforts where they’ll have the most impact. By using AI in your financial planning, you can move from a reactive to a proactive O2C strategy.
Numbers on a spreadsheet can be hard to interpret, but a clear visual tells a story instantly. This is where real-time data visualization comes in. O2C dashboards pull data from your integrated systems and present key metrics in easy-to-understand charts and graphs. Instead of waiting for a monthly report, you can see your Days Sales Outstanding (DSO), order fulfillment times, and collection effectiveness at a glance, right now. This immediate visibility allows your team to spot trends, identify bottlenecks, and make quick, data-driven decisions. It also makes it much easier to demonstrate your team's performance and value to company stakeholders.
For high-volume businesses, manually recognizing revenue is not only time-consuming but also incredibly prone to error. Automated revenue recognition software transforms this critical process into a streamlined, efficient workflow. It ensures that revenue is recognized correctly and in compliance with standards like ASC 606, which is essential for passing audits and maintaining accurate financial reports. By automating this final, crucial step of the O2C cycle, you can close your books faster and with greater confidence. This technology is fundamental for accelerating cash flow and ensuring your financial data is always accurate and reliable.
The order-to-cash cycle is the financial lifeblood of your business, but it’s often tangled in challenges that can seriously slow you down. When your sales, finance, and operations teams all work from different systems, you’re bound to run into data silos, manual errors, and slow reconciliations that drain your cash flow. These aren't just minor operational headaches; they create friction for your customers and put a strain on your financial health. Getting a clear, end-to-end view of your O2C process can feel impossible when you’re constantly switching between spreadsheets and software that don’t communicate with each other. This fragmentation leads to a reactive approach where your team is always playing catch-up, fixing mistakes instead of preventing them.
The good news is that these problems are solvable. By applying analytics to your O2C process, you can move from putting out fires to proactively managing your revenue cycle. It’s about transforming fragmented data into a clear, actionable picture of what’s happening at every stage, from order placement to final payment. With the right approach, you can address the root causes of these common issues, streamline your operations, and get paid faster. Let’s walk through some of the biggest hurdles and how to clear them so you can build a more resilient and efficient financial operation.
If you’ve ever had to manually compare a sales order from your CRM with an invoice from your accounting software, you’ve experienced a data silo. This happens when different departments use separate systems that don't share information, creating disconnected pools of data. This separation is a major source of inefficiency and errors, forcing your team to spend valuable time piecing together information. A unified analytics platform breaks down these walls by connecting your disparate systems. By creating seamless integrations between your ERP, CRM, and accounting software, you establish a single source of truth for the entire O2C process, ensuring everyone is working with the same accurate, up-to-date information.
An incorrect invoice does more than just delay a payment; it damages customer trust and can create serious compliance headaches. A simple mistake in quantity, pricing, or tax calculation can kick off a lengthy dispute resolution process that ties up your team and your cash. Relying on manual data entry significantly increases the risk of these errors and can even lead to noncompliance with tax regulations. O2C analytics helps solve this by automating data validation. The system can automatically check invoice details against the original sales order and customer contract, flagging any discrepancies before the invoice is sent. This simple step ensures accuracy, accelerates payment cycles, and keeps your billing process clean and compliant.
Waiting on late payments can put a serious squeeze on your company’s liquidity. While some delays are unavoidable, many can be anticipated and managed with the right insights. The key is to move from a reactive collections process to a proactive one. O2C analytics allows you to identify patterns in customer payment behavior and assess credit risk more effectively. You can see which customers consistently pay late, which invoices are most at risk, and why delays are happening. Armed with these insights, you can tailor your collection strategies, adjust credit terms for high-risk accounts, and send automated reminders before a payment becomes overdue, helping you maintain a healthy cash flow.
One of the biggest myths about O2C automation is that it’s only for massive enterprises with huge budgets. The truth is, modern analytics solutions are designed to be scalable, making them accessible and affordable for businesses of all sizes. Another misconception is viewing the O2C cycle as a simple back-office administrative task. In reality, the order-to-cash process is fundamental to your core objective: exchanging goods or services for payment. Optimizing it has a direct impact on revenue, customer satisfaction, and strategic growth. Seeing how it works is easier than you think; you can even schedule a demo to see the process in action.
Putting O2C analytics into practice isn't just about buying new software; it's about building a solid foundation for your entire revenue cycle. A successful implementation requires a clear strategy, the right tools, and a team that’s ready to use them. When you approach it thoughtfully, you create a system that not only streamlines your current operations but also scales with your business. Think of it as building a highway for your cash flow—the smoother the road, the faster you get to your destination. Here’s how to get started, step by step.
Your first move is to get all your data in one place. The order to cash process touches nearly every part of your business, from sales and inventory to accounting and customer service. If that information lives in separate, disconnected systems, you’ll never get a clear picture. A data integration strategy maps out how you’ll connect your CRM, ERP, and billing platforms into a single source of truth. This ensures that when an order is placed, the information flows seamlessly through fulfillment, invoicing, and payment without manual entry or errors. Having a plan for your data integrations is the critical first step to unlocking meaningful analytics.
O2C analytics is a team sport. Your sales, finance, and operations teams all play a role in the process, and they need to be working from the same playbook. Misalignment between departments can lead to friction, delays, and a poor customer experience. Get everyone on the same page by establishing shared goals and KPIs. An O2C dashboard is a fantastic tool for this, as it gives every team visibility into the entire process and shows how their work impacts the company’s cash flow. When your teams are aligned, they can work together to solve problems proactively instead of pointing fingers when something goes wrong. You can find more helpful articles on our HubiFi blog to guide your team.
With a clear strategy and aligned teams, you can find the right technology to power your O2C process. Modern automation software is designed to turn manual, error-prone tasks into efficient, streamlined workflows that improve accuracy and speed up payments. Look for a solution that offers robust automation, real-time analytics, and can easily connect with the systems you already use. The goal is to find a platform that handles the heavy lifting, like revenue recognition and compliance, so your team can focus on more strategic work. Seeing a platform in action can help you understand how it fits your specific workflow; you can often schedule a demo to walk through your use case.
A powerful new system is only effective if your team knows how to use it. Investing in proper training is essential for a smooth transition and long-term success. Your training plan should go beyond just showing people which buttons to click. Explain the "why" behind the changes—how the new process and tools will make their jobs easier and help the company grow. This helps secure buy-in and encourages adoption. Remember that training isn't a one-time event. Offer ongoing support and education to ensure your staff feels confident and empowered to use the new analytics to make smarter, data-driven decisions.
Once you have your key metrics and technology in place, the real work begins. Turning O2C analytics into a powerful engine for your business isn’t about just collecting data; it’s about building smart habits and processes around that information. Think of it as moving from simply having a map to actually using it to find the most efficient route. The best practices for O2C analytics are all about action—transforming insights into tangible improvements in your cash flow, customer relationships, and operational strength.
By focusing on a few core areas, you can create a cycle of continuous improvement. It starts with automating the tedious, manual tasks that drain your team’s time and introduce errors. From there, it’s about keeping a close eye on your performance in real time so you can make adjustments on the fly, not weeks after a problem arises. You also need to remember that every invoice and payment reminder is a touchpoint with your customer. Finally, building a foundation of compliance ensures that as you grow, you do so on solid ground, ready for any audit that comes your way. Let’s get into how you can put these principles into practice.
One of the most impactful changes you can make is to automate your O2C workflows. Manual processes are not only slow but also prone to human error, which can lead to incorrect invoices, delayed payments, and frustrated customers. Modern O2C automation software transforms these tasks into streamlined, efficient workflows that speed up cash flow and improve accuracy. And this isn't a strategy reserved for large enterprises; businesses of all sizes can benefit from automation. By letting technology handle repetitive tasks like invoice generation and payment reminders, your team can focus on more strategic work, like analyzing data and improving customer relationships. HubiFi’s approach to O2C automation is designed to make this transition smooth and effective for any business.
Your O2C process isn't something you can set and forget. The best approach is to continuously monitor your analytics and be ready to make adjustments. Implementing real-time dashboards allows you to proactively catch exceptions—like transactions with missing data or potential revenue recognition issues—before they cause downstream problems. This proactive stance saves you from time-consuming clean-up later. You can also use AI for predictive analytics to forecast customer payment behaviors, giving you a heads-up on potential delays. This allows you to adjust your collection strategies for specific customer segments, turning historical data into a powerful tool for future planning. You can find more insights on using data to drive decisions on our blog.
Every step in the order-to-cash cycle is an interaction with your customer, and a clunky process can damage the relationship you’ve worked hard to build. A smooth, transparent, and accurate O2C process contributes to a positive customer experience, which builds trust and encourages prompt payments. Think of your collections process as an extension of your customer service. Clear communication, flexible payment options, and easy-to-understand invoices show that you value their business. When customers have a good experience, they are more likely to pay on time, which directly reduces your Days Sales Outstanding (DSO). See how a streamlined system can improve your customer interactions by scheduling a demo with our team.
As your business grows, so does the complexity of financial compliance. Manually tracking revenue and managing data across different systems significantly increases the risk of non-compliance with regulations like ASC 606. This can lead to serious issues during an audit. An automated O2C system with strong analytics capabilities ensures your data is accurate, consistent, and centralized. It creates a clear audit trail for every transaction, from order to payment. Seamless integrations with your existing accounting software and ERP are key to maintaining a single source of truth, making it much easier to close your books quickly and face any audit with confidence.
Once you have a handle on your key metrics, you can start using those insights to make strategic changes that directly impact your bottom line. O2C analytics isn't just about watching numbers on a dashboard; it's about turning data into decisions that get cash in the door faster. By focusing on a few key areas, you can streamline your entire process, from the moment an order is placed to the moment you get paid. These strategies will help you reduce costs, strengthen customer relationships, and build a more resilient financial foundation for your business.
Are your payment terms working for you or against you? O2C analytics can give you a clear answer. By analyzing payment data, you can see which customers consistently pay late and which terms (like Net 30 vs. Net 60) result in the quickest payments. This allows you to adjust terms for specific customer segments or offer small, data-backed incentives for early payment. By focusing on these key O2C metrics, you can refine your policies to enhance cash flow. This data-driven approach moves you away from one-size-fits-all terms and toward a smarter, more flexible system that encourages prompt payment.
Extending credit is often a necessary part of doing business, but it comes with risks. O2C analytics helps you manage that risk by providing a clearer picture of each customer's payment history. Instead of relying on gut feelings, you can use historical data to set appropriate credit limits and identify high-risk accounts before they become a problem. It’s also crucial that your team knows how to use this information. Proper staff education is key to understanding how to apply these insights and make smarter credit decisions. With the right data integrations, you can pull information from your CRM and accounting software to build a comprehensive risk profile for every customer.
A smooth collections process is essential for healthy cash flow. Analytics can pinpoint exactly where your process is slowing down. Are invoices getting lost? Are reminders being sent too late? One of the most effective ways to fix these issues is through automation. A common misconception is that O2C automation is only for large enterprises, but businesses of all sizes can benefit. Setting up automated reminders for upcoming and overdue payments can significantly reduce your Days Sales Outstanding (DSO) without requiring constant manual effort from your team. This frees them up to focus on more complex accounts that need a personal touch.
For accounts that become seriously delinquent, you need a clear strategy for revenue recovery. This is where predictive analytics becomes incredibly powerful. AI is transforming the order-to-cash process by using historical data to flag accounts that are at high risk of non-payment, allowing you to intervene early. Instead of waiting for an account to go to collections, you can proactively reach out with a tailored solution, like a flexible payment plan. This data-driven approach not only improves your chances of recovering revenue but also helps preserve the customer relationship. A powerful analytics platform can give you the foresight needed to turn potential losses into recovered cash.
You’ve put in the work to implement O2C analytics, but how do you know if it’s paying off? Measuring success is about more than just looking at your bank account. It requires a clear look at your performance, your return on investment, and how you stack up against the competition. By focusing on the right areas, you can get a complete picture of how your analytics strategy is impacting your business and find opportunities for even greater improvement.
The first step is to consistently track your key performance indicators (KPIs). Metrics like Days Sales Outstanding (DSO), order accuracy, and Collection Effectiveness Index (CEI) give you a tangible way to see progress. By focusing on these numbers, you can streamline your processes, reduce costs, and improve cash flow. Using real-time monitors also helps you proactively catch exceptions, like transactions with missing data or potential revenue recognition issues, before they create bigger problems down the line. This constant feedback loop is what turns good data into great decisions, fostering stronger customer relationships and financial stability.
A successful O2C analytics program delivers a strong return on investment, but that ROI isn't just about money. When your O2C process is smooth, your team spends less time chasing payments and more time focusing on growth and managing risks. This efficiency is a huge win. Plus, an effective O2C system makes the buying experience seamless and builds trust with your customers, which can lead to repeat business and stronger relationships. When you schedule a consultation, you can get a clearer picture of the potential ROI for your specific business and how to achieve it.
Tracking your own metrics is essential, but how do you know if your numbers are actually good? This is where benchmarking comes in. Comparing your performance against industry standards gives you the context you need to set realistic goals and identify areas where you might be falling behind. It’s also a great way to understand the full scope of the O2C cycle. Departments like sales, order management, and customer service are all part of collecting cash, but they often aren't incentivized or measured on it. Benchmarking can help align everyone toward the shared goal of financial health.
What's the real difference between just processing orders and using O2C analytics? Think of it this way: processing orders is like looking at individual trees, while O2C analytics gives you a view of the entire forest. When you just process orders, you're reacting to each step as it comes. With analytics, you can see how every step connects, from the initial order to the final payment. This allows you to be proactive, spotting patterns and fixing the root cause of a problem—like why certain invoices are always paid late—instead of just chasing down individual overdue payments.
My business isn't a huge enterprise. Is this something I still need to worry about? Absolutely. The principles of getting paid accurately and on time apply to any business, no matter its size. In fact, establishing a streamlined order-to-cash process early on prevents major headaches as you grow. Modern tools are designed to work for businesses of all volumes, helping you automate tasks and gain clarity without needing a massive budget. It’s about building a healthy financial foundation from the start.
If I can only focus on one metric to start, which one gives the most insight? A great place to begin is with your Days Sales Outstanding (DSO). This metric tells you the average number of days it takes to collect payment after a sale. It’s a direct and powerful indicator of your cash flow health. If your DSO starts to climb, it’s a clear signal that something in your process, whether it’s invoicing, collections, or credit management, needs a closer look. It often acts as the perfect starting point for uncovering other areas for improvement.
How does a back-office process like this actually affect my customer relationships? Your customer’s experience doesn’t end when they click the “buy” button. A messy O2C process can lead to frustrating and unprofessional interactions, like receiving an incorrect invoice, having an order delayed due to internal mix-ups, or dealing with a confusing payment system. When your O2C cycle is smooth and accurate, it reinforces the customer’s trust in your brand. It shows them you’re reliable and organized from start to finish, which is a huge factor in earning their repeat business.
My data is spread across different systems. How can I get a clear, unified view of the entire process? This is one of the most common challenges businesses face. The solution lies in integrating your key systems, such as your CRM, ERP, and accounting software. When these platforms can communicate with each other, they create a single, reliable source of information for the entire O2C journey. This eliminates the need for your team to manually piece together data from different spreadsheets or departments, which reduces errors and gives everyone a complete and accurate picture of every transaction.

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.