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Find the best audit workflow automation software for your business. Compare top platforms to streamline audits, enhance efficiency, and improve accuracy.
For many businesses, an audit is a necessary evil—a stressful, time-consuming process focused solely on compliance. But what if it could be more? What if your audit process could provide real strategic insights that help you grow? This transformation from a reactive chore to a proactive asset is possible with audit workflow automation software. By handling the manual heavy lifting, these platforms allow your finance team to move from simply checking boxes to becoming valuable strategic advisors. Ahead, we’ll explore how this technology works, review the top platforms, and show you how to turn your audit into a powerful business tool.
Let's start with the basics. Audit workflow automation software is a set of tools designed to streamline and automate the audit process. Instead of getting bogged down in manual data collection, endless spreadsheets, and repetitive checks, this software handles the heavy lifting for you. This shift allows your team to move from simply checking boxes to providing real strategic insights. It’s about working smarter, not harder, to ensure your financial operations are accurate, compliant, and efficient. By automating key stages of an audit, from risk assessment to reporting, these platforms help you close audits faster, reduce errors, and gain a clearer view of your financial health.
At its core, audit workflow automation software is a digital toolkit that takes over the repetitive, time-consuming tasks involved in an audit. This includes everything from data entry and analysis to scheduling and reporting. The main goal is to improve efficiency and accuracy, letting technology manage the tedious work so your team can focus on higher-value activities. By using a single platform, you can create a consistent, repeatable system for every audit. This helps in standardizing your audit process, which ensures quality and makes it easier to train new team members. It frees up your auditors to focus on what really matters: interpreting data, identifying risks, and offering valuable strategic advice.
Audits used to be synonymous with stacks of paper, manual data entry, and complex spreadsheets. This traditional approach was not only slow but also prone to human error. Modern audit software changes that by moving the entire workflow to a centralized, often cloud-based, platform. This makes information accessible from anywhere and improves collaboration. Many of these smart audit platforms now incorporate artificial intelligence to analyze vast datasets, flag anomalies, and assess risk more effectively. These tools are also designed to connect with your existing financial systems, and HubiFi offers seamless integrations with popular ERPs and accounting software to ensure your data is always connected and up-to-date.
Switching to audit automation software isn't just about getting a new tool; it's about fundamentally changing how you approach your financial processes for the better. Instead of getting bogged down by manual, repetitive work, you can focus on strategic insights that actually move your business forward. These platforms are designed to handle the heavy lifting, giving you a clearer, more accurate view of your financial health in real time. By automating key parts of the audit workflow, you reduce the risk of human error, speed up your financial close, and make audit season feel a lot less stressful. It’s about working smarter, not harder, and gaining the confidence that comes with having clean, reliable data at your fingertips.
This shift allows your team to move from being data gatherers to strategic advisors, using the insights from the audit to guide better business decisions and foster growth. Think of it as giving your finance department a superpower: the ability to see the complete picture without spending weeks piecing it together. When your audit process is streamlined and efficient, it becomes less of a dreaded annual requirement and more of an opportunity. You can identify operational inefficiencies, pinpoint revenue leakage, and strengthen internal controls with far greater precision. Ultimately, adopting audit automation is an investment in accuracy, efficiency, and strategic clarity for your entire organization.
Imagine an audit process where you don't have to spend hours on manual data entry or chasing down documents. Audit automation makes this possible by taking over the tedious, repetitive tasks that consume so much time. The software can automatically pull data from different systems, organize it, and prepare it for review. This not only speeds everything up but also significantly cuts down on the human errors that can creep in with manual work. By setting up automated workflows, you can ensure tasks are completed on schedule without constant oversight. This frees up your team to focus on analysis and strategy instead of getting stuck on administrative details, making your entire audit process more efficient.
One of the most powerful features of audit automation is its ability to analyze vast amounts of data quickly and effectively. The software can sift through thousands of transactions to identify patterns, anomalies, and potential risks that would be nearly impossible for a human to spot. This proactive approach to risk assessment allows you to address issues before they become major problems. Instead of just looking at a small sample of data, you can analyze the entire dataset, giving you a much more comprehensive and accurate understanding of your financial landscape. This deep analytical capability turns your audit from a simple compliance check into a valuable source of business intelligence.
Gone are the days of emailing spreadsheets back and forth and trying to reconcile different versions. Audit automation software provides a centralized platform where your entire team can collaborate in real time. Everyone works from the same set of data, ensuring consistency and eliminating confusion. You can assign tasks, leave comments, and track progress all in one place. When it's time to report, you can generate up-to-date reports with just a few clicks, giving stakeholders a clear and immediate view of the audit's status. This streamlined digital workflow makes the entire process more transparent and efficient, keeping everyone on the same page from start to finish.
Staying on top of ever-changing regulations is a major challenge for any business. Audit automation software helps you manage compliance with greater ease and accuracy. These platforms are often built with specific regulatory frameworks in mind, helping you meet requirements for standards like ASC 606. The software creates a clear, unchangeable audit trail, documenting every action taken and making it easy to demonstrate compliance to auditors. By connecting with your other business systems through seamless integrations, it ensures that your data is consistent and compliant across the board. This helps you manage the complexities of your financial governance and stay prepared for any audit.
Handling sensitive financial data requires a serious approach to security. Audit automation platforms offer a more secure alternative to storing information in scattered spreadsheets or email attachments. By centralizing your data in a single, controlled environment, you reduce the risk of unauthorized access or data breaches. These systems typically come with robust security features, including encryption, user access controls, and regular security updates. This ensures that only authorized personnel can view or edit sensitive information. Adopting a secure, modern platform shows a commitment to responsible data governance and gives you peace of mind knowing your critical financial information is protected by industry experts.
Finding the right audit workflow automation software can feel like a huge task, but it’s a decision that can completely reshape your financial operations for the better. The market is filled with excellent tools, each with its own strengths. Some are comprehensive platforms designed for large enterprises with complex risk and compliance needs, while others are more focused, tackling specific challenges like security audits or integrating seamlessly with project management workflows. There’s no single “best” platform for everyone; the right choice for your business depends entirely on your specific situation.
Before you start comparing features, take a moment to think about your team’s primary goals. Are you trying to speed up your financial close? Do you need to simplify compliance with standards like ASC 606? Is your main priority improving collaboration between your audit, finance, and operations teams? Your answers will help you narrow down the options. This list is designed to give you a starting point. We’ve gathered nine of the top platforms, highlighting what makes each one stand out. Use this as a guide to identify a few front-runners, then schedule a demo or two to see them in action.
HubiFi is built to streamline complex financial data and automate revenue recognition, which directly simplifies the audit process. Its user-friendly interface makes it easy to manage documentation, track progress, and automate workflows without a steep learning curve. What makes HubiFi particularly powerful for audit prep is its ability to integrate disparate data sources, ensuring your numbers are accurate and compliant with standards like ASC 606. This means less time spent on manual reconciliations and more time focusing on strategic insights. By providing a single source of truth for your revenue data, HubiFi helps you close your books faster and face audits with confidence. You can explore HubiFi’s seamless integrations to see how it fits with your existing tech stack.
If your business operates in a highly regulated industry, ComplianceQuest is a name you should know. It offers a comprehensive audit management solution that is built on the Salesforce platform, making it incredibly robust and scalable. Its key strength lies in its seamless integration with quality management systems (QMS), which is a huge advantage for manufacturing, life sciences, and other sectors where quality control is paramount. The platform’s automation capabilities are designed to enhance compliance tracking and reporting, helping your organization consistently meet and maintain regulatory standards. It’s a great choice for teams that need to connect their audit processes directly to their quality and compliance frameworks.
AuditBoard was created by auditors, for auditors, and it shows. This platform is laser-focused on the specific needs of audit, risk, and compliance teams. It provides a connected risk platform that helps you manage everything from risk assessments and audit planning to controls testing and reporting. One of its most celebrated features is its collaborative environment, which makes it easy for team members, stakeholders, and even external auditors to communicate and share information securely. This focus on teamwork helps streamline the entire process and improves overall efficiency. Many users find it to be one of the best audit management software solutions because of its intuitive design and powerful, purpose-built tools.
For larger organizations looking for an all-in-one solution, MetricStream is a major player in the Governance, Risk Management, and Compliance (GRC) space. This platform goes beyond just audit management to provide a connected view of risk across your entire enterprise. It helps you streamline audit workflows, but its real power comes from its advanced analytics and reporting capabilities that improve how you assess and manage risk. If your goal is to break down silos between departments and create a more integrated approach to risk and compliance, MetricStream is a powerful contender. It’s recognized as one of the top audit management solutions for businesses that need a comprehensive GRC framework.
TeamMate+ by Wolters Kluwer is a well-established and trusted name among audit professionals. This comprehensive software is designed to support the entire audit lifecycle, from initial planning and risk assessment all the way through to final reporting and issue tracking. One of its key advantages is its flexibility; it offers highly customizable workflows that you can tailor to your team’s specific methodology. The platform also provides real-time insights and dynamic visualizations, helping auditors identify trends and focus on high-risk areas more effectively. Its robust feature set makes it a popular audit management tool for internal audit departments in a wide range of industries.
If your organization already runs on SAP, then SAP Audit Management is a logical and powerful choice. Its biggest advantage is its native integration with other SAP solutions, like S/4HANA, which provides a truly holistic view of your business operations and financial data. This deep integration allows you to automate audit workflows and pull data directly from your core systems, significantly reducing manual effort. By connecting audit management directly to your ERP, the platform helps teams move away from administrative tasks and focus on more strategic activities. It’s one of the top audit automation software options for businesses invested in the SAP ecosystem.
Workiva is a cloud-based platform that excels at simplifying complex reporting and compliance processes, including audits. Its strength lies in its powerful collaboration and data management tools. Workiva allows teams to link data from various sources—like spreadsheets, documents, and presentations—into a single, connected environment. This means when a number is updated in one place, it automatically updates everywhere, ensuring consistency and accuracy in your audit documentation. This real-time connection enhances transparency and makes it much easier for teams to create, manage, and share evidence. It’s a leading internal audit management software for organizations that prioritize connected reporting and data transparency.
For tech companies and businesses focused on security, Vanta is a game-changer. This platform is specifically designed to automate compliance for security and privacy frameworks like SOC 2, ISO 27001, and GDPR. Vanta connects to your company’s tech stack—cloud services, code repositories, HR systems—to continuously monitor your security posture in real-time. It automatically collects evidence for audits and alerts you to any gaps in your compliance. This continuous monitoring approach helps you stay audit-ready at all times, not just during audit season. It’s one of the most popular audit management solutions for businesses that need to achieve and maintain security certifications efficiently.
Sometimes, you don’t need a dedicated, heavy-duty audit platform. ProWorkflow is primarily a project management tool, but it includes robust features that make it a great fit for managing audit workflows. If your team already juggles multiple projects, this tool allows you to handle audits just like any other project, with clear tasks, deadlines, and documentation. You can create project templates for different types of audits, assign tasks to team members, and track progress all in one place. It’s an excellent, budget-friendly audit management tool for smaller teams or businesses that want a single platform to manage all of their work, including internal audits.
Once you have a shortlist of potential audit automation platforms, it’s time to dig in and compare them. With so many options on the market, it can be tough to figure out which one truly fits your business. Marketing materials can make every platform look like the perfect solution. To cut through the noise, you need a clear framework for your evaluation.
Instead of getting lost in feature lists, focus on the factors that will directly impact your team’s workflow, efficiency, and bottom line. Think about how the software will fit into your existing processes and what it will feel like to use it every day. Let's break down the key areas to compare so you can make a confident choice that serves your organization now and as you grow.
Let's start with the bottom line. You need to know what a platform will cost, but many providers aren't upfront with their pricing. This can make budgeting a challenge and might be a red flag. Look for companies that offer clear, transparent pricing information so you know exactly what you’re getting. When a price isn't listed, you'll have to schedule a call to get a quote. Use that opportunity to ask detailed questions about different tiers, user limits, and any potential hidden fees for implementation, support, or additional features. A straightforward pricing model shows a commitment to transparency.
While most audit tools share common goals, their core features can vary significantly. Before you get wowed by a long list of bells and whistles, make a list of your team's absolute must-haves. Do you need robust risk assessment tools, automated evidence collection, or real-time compliance tracking? Focus on the capabilities that will solve your biggest audit headaches and make your team more efficient. The goal isn't to get the most features; it's to get the right ones. Reading up on different insights can help you identify which capabilities will have the biggest impact on your specific workflow.
The most powerful software in the world is useless if your team finds it clunky and difficult to use. A clean, intuitive interface is essential for user adoption. The platform should make sense not only to your internal audit team but also to other managers and stakeholders who might need to access it. The best way to gauge user experience is to see it for yourself. Always ask for a live demo with the provider to get a feel for the software’s design and workflow. If you can get your hands on a free trial, even better.
Your audit software shouldn't operate in a silo. For maximum efficiency, it needs to connect seamlessly with the other systems you already rely on, like your ERP, CRM, and accounting software. Strong integration capabilities eliminate the need for manual data entry, reduce the risk of errors, and create a single source of truth for your financial data. When evaluating platforms, look closely at their available integrations. Check for native connections to your key tools, and ask about API access if you need to build custom workflows.
Marketing materials will always highlight a product's best side. To get the full picture, you need to see what actual users are saying. Check out third-party review sites to read unbiased feedback on the platforms you're considering. Customer reviews and case studies can reveal a lot about a tool's real-world performance, ease of implementation, and the quality of its customer support. This research helps you understand the potential for cost savings and how well a solution can manage the growing complexity of the auditor's role.
Selecting the right audit software is a major decision that goes beyond just comparing feature lists. You're choosing a tool that will become a core part of your financial operations, so it needs to be a perfect fit for your team, your processes, and your company's future. To find the best platform, you need to look inward at your own needs before you start evaluating the options on the market. By focusing on a few key areas—your specific requirements, scalability, security, and support—you can confidently pick a solution that not only solves today's problems but also supports your growth for years to come.
Before you even look at a demo, take some time to map out your current audit process. Where are the bottlenecks? Are you spending too much time on manual data entry and reconciliation? Is generating accurate reports a constant struggle? Audit automation software is designed to take over these repetitive tasks, freeing up your team for more strategic analysis. Make a clear list of your must-have features versus what would be nice to have. This simple exercise will give you a powerful filter to apply when you start comparing platforms and help you find more insights into what your business truly requires to operate more efficiently.
The software that works for you today must also work for you tomorrow. Your business is going to grow, and your audit tool needs to handle that growth without breaking a sweat. Think about your five-year plan. Will your transaction volume increase? Will you expand into new markets or product lines? A scalable solution can adapt to these changes. Look for software that offers customization options for workflows and reporting, as a one-size-fits-all approach rarely works. The right platform should also offer flexible integrations with the other tools you rely on, like your ERP and CRM, creating a seamless financial ecosystem.
When it comes to financial data, security is non-negotiable. You are handling sensitive information, and protecting it is paramount. As you evaluate different platforms, put their security features under a microscope. The software should offer robust data encryption both in transit and at rest, granular user access controls, and a clear audit trail of all activities. Ask potential vendors about their compliance with industry standards like SOC 2. The goal is to find a tool that not only streamlines your audit process but also strengthens your overall data security posture, giving you and your stakeholders peace of mind.
Powerful software is useless if your team doesn't know how to use it effectively. The transition to a new platform requires careful planning, and a great vendor will act as a partner to guide you through it. Investigate the level of support and training each company offers. Do they provide a dedicated onboarding specialist? Is customer support readily available through channels that work for you? Look for comprehensive resources like a knowledge base, video tutorials, and ongoing training opportunities. The best way to gauge this is to schedule a demo and ask direct questions about their implementation process and how they support their clients long-term.
Choosing the right audit automation software is a huge step, but the real work begins with implementation. A great tool is only as good as its rollout. A thoughtful implementation process ensures your team actually uses the new system, your data stays intact, and you start seeing a return on your investment sooner rather than later. By focusing on planning, people, and process, you can set your team up for a smooth and successful transition.
Before you even think about migrating data, you need a solid plan. Start by defining what success looks like for your team. Are you aiming to reduce audit completion time by 20%? Do you want to eliminate manual data entry errors? Setting clear, measurable goals will guide your entire process. This is a core benefit of audit automation, which uses software to speed up tasks and improve efficiency. Map out a realistic timeline, assign a project lead, and identify key team members who will be involved. This initial blueprint will be your north star, keeping everyone aligned and focused as you move forward.
The biggest hurdle in any software switch is often the human element. It’s natural for people to resist change, so your job is to get them excited about the new possibilities. Communicate the benefits clearly: explain how this new tool will reduce tedious tasks and allow them to focus on more strategic work. Provide thorough training sessions and create easy-to-access resources, like video tutorials or cheat sheets. It’s also a great idea to identify a few "champions" on your team—enthusiastic users who can help their colleagues and build positive momentum from within. When your team understands the "why," they're much more likely to embrace the "how."
Moving your sensitive audit data from one system to another requires precision and care. Before you begin, take the time to clean up your existing data—archive old files, fix inconsistencies, and remove duplicates. A clean slate prevents future headaches. Next, focus on integration. Your new audit software needs to communicate seamlessly with your existing tools, like your ERP and CRM. The best workflow automation tools can connect with various data sources to consolidate information in real time. At HubiFi, we specialize in creating these connections, ensuring your entire tech stack works in harmony. You can explore our extensive list of integrations to see how we make this happen.
Even with the best plan, you might hit a few bumps in the road. One of the biggest challenges in automation is making sure the software’s logic aligns with how your team actually works. Other common issues include technical glitches or unexpected budget constraints. The key is to be proactive. Establish a clear channel for users to report issues and provide feedback. Schedule regular check-ins to address problems as they arise instead of letting them fester. By anticipating potential hurdles and having a plan to address them, you can keep your implementation on track and ensure your team feels supported throughout the process.
You’ve chosen your software and handled the implementation. Now, the real work begins—making sure you get every bit of value from your investment. It’s not just about having the tool; it’s about using it to fundamentally change how you operate. By focusing on a few key areas, you can see a tangible return and make your audit process a strategic asset instead of just a yearly headache. True success comes from actively using the software’s features to measure improvements, refine your data, and solidify your compliance framework.
One of the most immediate benefits you can track is how much time and money you're saving. Think about your old process. How many hours did your team spend on manual data collection and repetitive tasks? With your new software, you can automate much of that work. Start by measuring the time it takes to complete an audit cycle now versus before. This isn't just about cutting costs; it's about reallocating your team's talent. When they aren't bogged down in spreadsheets, they can focus on higher-value strategic analysis. Many businesses find that the significant cost savings come from both reduced labor and the smarter decisions a freed-up team can make.
Let's be honest, manual data entry is a recipe for human error. A single misplaced decimal or a copy-paste mistake can throw off an entire audit. Audit automation software tackles this problem head-on by creating a single source of truth. It pulls data directly from your systems, which drastically reduces errors and ensures consistency. This improved accuracy isn't just for passing the audit; it builds confidence in your financial data across the board. When you can trust your numbers, you can make better strategic decisions about your business's future, from budgeting to expansion plans. The software acts as a constant, reliable check on your information.
Staying compliant isn't just about checking boxes; it's about actively managing risk. Your audit software is a powerful ally in this effort. It creates a clear, unchangeable audit trail that documents every step of the process, which is invaluable when regulators come knocking. Instead of scrambling to find documents, you have a centralized system that shows exactly what happened and when. This helps you govern your Risk Management and Compliance programs more effectively. You can use the software’s analytics to proactively identify potential compliance gaps or operational risks, allowing you to address them before they become serious problems. It shifts your posture from reactive to proactive.
The world of audit is constantly evolving, and automation is at the heart of its transformation. As technology gets smarter and more accessible, the tools we use for audits are becoming more powerful, predictive, and integrated into our daily workflows. Understanding these trends can help you prepare for what’s ahead and make smarter decisions for your business.
The conversation around audit automation is getting even more interesting with the addition of artificial intelligence (AI) and machine learning. These aren't just futuristic concepts; they're actively changing how audits are performed today. Big Four firms like KPMG are already using AI to power their services through tools like the KPMG Clara smart audit platform. Instead of just automating repetitive tasks, AI can analyze massive amounts of data to spot patterns, identify risks, and flag anomalies that would be nearly impossible for a human to catch. This means audits are becoming more predictive and insightful, moving beyond a simple check-the-box exercise to provide real strategic value.
Looking ahead, the biggest trend is the move toward fully integrated workflow automation. It’s no longer about having one tool for data entry and another for analysis. The future is a single, seamless system that handles the entire audit process, from initial planning and risk assessment to final reporting. This holistic approach, often powered by cloud technology, means less time spent on manual data transfer and a lower chance of human error. As automation handles the routine tasks, auditors can dedicate more of their expertise to strategic thinking, complex problem-solving, and providing deeper insights to the business. This shift makes the audit function a more valuable partner in an organization's success.
Deciding to switch to an automated system is a big step. It’s not just about buying new software; it’s about changing how your team works. To figure out if this is the right move for your business, you need to look at your current process, understand the real-world pros and cons, and map out what comes next.
First, take an honest look at how you handle audits right now. Audit automation uses software to take over repetitive tasks like data entry and analysis, which are often the biggest time sinks. Think about your team's last audit. How many hours were spent manually pulling data from different sources? Were there small errors that took ages to find and fix? If your days are filled with manual spreadsheet work and you’re constantly worried about compliance slip-ups, that’s a strong sign that your current process is holding you back. Automation is designed to streamline these workflows, giving you a faster, more accurate, and more efficient way to get things done.
The upside of automation is pretty clear: you save time and money while improving accuracy. With less manual work, your team can focus on strategic analysis instead of tedious data collection. This leads to more consistent audits, better risk management, and clearer communication with stakeholders. However, it’s also important to be realistic about the challenges. The initial cost can be a hurdle, and you might face some resistance from team members who are used to the old way of doing things. You’ll also need to ensure the new software integrates smoothly with your existing systems and that your team gets the right training to use it effectively.
If the benefits seem to outweigh the challenges, your next move is to plan carefully. You don’t have to automate everything at once. A phased approach is often the most successful. Start by identifying one or two small, well-defined tasks that are causing the most friction in your current process. Automating these first can provide a quick win and help your team get comfortable with the new technology. Once you’ve seen the positive impact on a smaller scale, you can gradually expand to more complex audit functions. The key is to start with a clear plan and build momentum. A great way to visualize this is to schedule a demo and see exactly how automation can fit into your workflow.
Is audit automation software only for large enterprises, or can smaller businesses benefit too? Not at all. While large corporations certainly use these tools, many platforms are designed to be scalable for businesses of all sizes. In fact, the efficiency gains can be even more impactful for a smaller team where every person wears multiple hats. Automating repetitive tasks frees up your limited resources to focus on growth and strategy instead of getting stuck in spreadsheets. The key is to find a solution that fits your specific transaction volume and complexity, not just your company's headcount.
How much technical expertise does my team need to use one of these platforms? This is a common and valid concern, but you can breathe easy. The best modern software is built with the user in mind, meaning it’s often intuitive and requires minimal technical skill. Most providers offer comprehensive onboarding and training to get your team comfortable. When you're comparing options, pay close attention to the user interface during a demo. A good platform should feel straightforward and make your team's job easier, not add another layer of technical complexity.
Will this software replace our internal audit team? Think of this software as a powerful assistant, not a replacement. Its purpose is to handle the tedious, time-consuming tasks like data collection, reconciliation, and report generation. This frees your auditors from manual work and allows them to focus on what they do best: critical thinking, risk analysis, and providing strategic advice. The goal is to elevate your team's role from data gatherers to strategic partners who can use their expertise to guide the business.
We already use an ERP and accounting software. How does an audit platform fit in with those? That's the perfect setup. Audit automation software is designed to work with your existing systems. Instead of operating in a separate bubble, it integrates with your ERP and accounting tools to pull data automatically. This creates a single, reliable source of information for your audit, which eliminates the need for manual data transfers and drastically reduces the risk of errors. It acts as the connective layer that ensures all your financial data is consistent and ready for review.
How long does it typically take to get a new audit system up and running and see real benefits? The timeline can vary depending on the complexity of your business and the platform you choose. A well-planned implementation can take a few weeks to a couple of months. However, you can often see the initial benefits—like a dramatic reduction in time spent on manual tasks—almost immediately. The deeper, more strategic advantages, such as improved risk management and clearer financial insights, will build over the first few audit cycles as your team becomes more proficient with the tool.
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.
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