Fix the Data, Then Let AI Scale It

For SMB’s Using Solutions like QuickBooks Online, Service Titan or Jobber, High-Quality Data Is Critical for AI

Many small and mid-sized businesses now run on a combination of operational and financial tools. A typical stack might be QuickBooks Online (QBO) for accounting plus Service Titan or Jobber for field operations. Noobeh helps these businesses centralize their data, making it available for analysis and AI.

What we increasingly find is that various AI vendors promise AI-powered forecasting, automation and insights, but AI does not create clarity on its own. When data across these systems is inconsistent or poorly structured, AI simply automates confusion. To get real value from AI, SMBs must first ensure their data is accurate, aligned, and trustworthy.

The Reality of Disconnected SMB Systems

For these small businesses, each system serves a different purpose. QuickBooks tracks financial transactions, revenue, and expenses, where Service Titan or Jobber manages the jobs, customers, technicians and billing. There may be problems lurking in these various systems, and it is often revealed when the data is centralized and made ready for reporting and AI-enabled analytics.

These problems arise when the same business concepts—customers, jobs, revenue, costs—are represented differently in each system. Common examples of this include jobs marked as complete in Service Titan or Jobber but not fully invoiced in QBO, or customers duplicated or named differently across platforms, or any situation where manual spreadsheet adjustments are needed to make the reports work.

Imagine training your AI on this data. It isn’t going to resolve the data issues or repair them, it will repeat them at scale.

A Practical AI-Ready Data Path for SMBs

Before deploying AI features across QBO, Service Titan or Jobber, our consulting teams help our clients focus on making sure the data is ready by cleaning and standardizing QBO financial data and ensuring jobs, customers, and invoices align across systems. Our cloud services team leverages Azure platform services to create automation and eliminate manual spreadsheets and workarounds. Then we centralize the data in Microsoft Fabric, creating a single source of truth allowing reports to be validated prior to laying AI on top. This approach turns AI from a grand experiment into a dependable business tool.

Trust Is the Real Measure of AI Success

AI only delivers value when business owners, finance teams, and operators trust the outputs. That trust comes from seeing numbers that reconcile, reports that make sense, and predictions that align with reality. When this alignment occurs through high-quality data, AI forecasts become credible and insights are explainable. Decision-making improves consistently.

Fix the Data, Then Let AI Scale It

AI can help SMBs compete with much larger organizations—but only when it’s built on a strong data foundation. QuickBooks Online, Service Titan, Jobber, and Microsoft Fabric form a powerful stack, but their value depends on data quality and alignment.

For SMBs, the winning strategy is clear: fix the data first, then let AI scale what’s already working.

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J

Unlock KPIs and Improve Reporting with QuickBooks

It is surprising how many businesses still keep boxes of 3×5 ledger cards with customer and vendor information on them. More likely than the card box, the business may be storing its essential customer billing and vendor product information in the accounting system because that is the system they have.

These growing businesses need a better system to capture more information that delivers greater detail for accounting and reporting purposes. Just as likely, the business has other information it should and possibly could be capturing but isn’t sure about what steps to take next.

When details that inform a process are not part of an integrated system, it creates greater potential for lost or inaccurate data. The larger the volume, the more difficult and error-prone managing the information becomes.  

Business needs more detailed information about… everything.

Businesses may need to track time for payroll or jobs or both, job tracking may be a requirement, inventory tracking or more detailed inventory management may all be areas for greater attention. Mendelson Consulting can help develop these capabilities by making sure the business is using the right software, and then enabling the functionality needed to support the workflow and capture more and better data.

No data means no KPIs.

More and better data means more information to fuel KPI reporting. Key performance indicators can reflect operational performance in a variety of areas and may help identify where improvements are required.

Using data from the accounting and operational systems, businesses of all sizes measure their effectiveness using KPIs to evaluate the successes – or failures – of their processes and activities.

Mendelson Consulting’s team of QuickBooks Enterprise Experts and ERP consultants provide guidance, implementation and training, and report development to get beyond bookkeeping to proper processes that result in good accounting data. Mendelson’s cloud services team – Noobeh – sets it all up on Microsoft Azure, where data connectors, data warehouses and Microsoft Fabric weave it all together.

Whether just starting out or an enterprise or franchise expanding at a national or global level, we help businesses do more with their systems and software. We understand each stage of business and how to help our clients reach their next best level.

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Mo Bigger Data

Losing valuable business data is a terrible thing. It is worse when it’s done on purpose. Every business faces changes in accounting or operational systems over the lifetime of the company and these changes more frequently than not include losing data of some type. And that means losing business intelligence.

The frustrations of changing business systems are compounded the further into the business life cycle the change comes. Much of the historic intelligence of the business is derived from the earlier days of operation. This is data which reflects the stages and activities of the business over time. When a business reaches a point where data volume or list sizes force a systems change, much of that early historic data is ultimately abandoned. There is so much data to load into a new system that the task often proves too daunting for the company, so valuable historic detail information is lost and summary information is loaded into the new system.

As a business matures, and for the business to mature in a healthy manner, specific and detailed information must be captured and analyzed. Software addressing a broad view of the business, offering only generalized functionality and basic process support, will not provide a growing business with the operational support and resultant business intelligence needed at this level.

For example, a manufacturing business needs to fully understand and manage the manufacturing processes and materials supply chain to ensure profitability and consistent product quality. A retailer needs to know which products sell in which markets to ensure product stock and availability to key customers. And all this information is time-critical if the business is to make necessary adjustments in time to benefit from them.

In the end, it is the demonstration of well-defined processes, deep insight into the business operational metrics and financial performance, and the ability to effectively and accurately report on this information that creates a basis for provable business value.

Mendelson Consulting understands how important it is to not just collect the right data to support various processes, but to use that data to better understand operational and financial performance. As operations grow, so does the need to collect data from a variety of possible sources, from phone systems to time clocks and more. Even getting data out of the accounting system can be a challenge, but there is tremendous value in having transparency of business data.

From data warehouses to data lakes, Power BI and data visualization, we help businesses access their information and develop reporting that not only informs but helps deliver greater insight which leads to improvements in performance and profitability.

When information is power, we help owners and stakeholders gain mo power by being mo better informed.

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J

Maximize QuickBooks Performance with Proper Data Maintenance

Millions of businesses around the globe use QuickBooks software for their accounting. With an estimated 84% of the small business accounting market making the buying decision to go with it, QuickBooks has enough product momentum and functionality to support small businesses through midmarket customers.

This is a broad base of customers for any accounting product, and the continued popularity of QuickBooks Enterprise is a testament not just to the application’s usefulness, but to the large gap that exists in the space where QuickBooks Enterprise desktop leaves off and the well-known enterprise ERP systems start. 

Initially, a business will implement their accounting system to keep track of customers, vendors, items, and cash. More detailed processes are then introduced as the business requirements grow, such as tracking more specific information on the costs of certain products, or drilling into customer purchases or item sales activity to see more details. This additional data provides a much more informed basis for business decision-making but also has impacts on systems and software as the volume of data to be managed grows.

Data growth can happen in many ways. Growth can occur in the number of products or services offered, growth in the number of transactions processed regularly, growth in the dollar value of transactions, or growth in the number of employees who need access to the system. Each impacts the ability of the system to continue to support the business requirements, but not necessarily in a way that isn’t manageable.

Given enough time, a certain “density of data” will eventually be reached, causing the system to lose efficiency in manipulating the file. The business process requirements may not have changed, just the size or condition of the file and data. The file opens slower, operations slow down and processes take longer, the system crashes frequently or has errors, and the usefulness of the product is severely diminished.

Keeping the QuickBooks data maintained and in good condition will improve performance and increase longevity of the application.

Too often, businesses assume they have outgrown their QuickBooks software because it is slower or has problems when they begin using additional features. Frustration sometimes even turns to looking at changing the accounting software entirely. Yet experience has shown that many of these situations are solved with some data file maintenance and repair, and sometimes a little re-training or setup work.

Regular file maintenance and a little housekeeping can keep a QuickBooks file in good working condition for a long time.  Regular backups with a complete verification and other routines will clean up the file and help the software manage the file more efficiently. But there are limits to how much data a single QB company file can hold, so it is wise to consider starting a new file every few years, just to keep the file manageable. This in no way means abandoning any data, as previous files can be retained and available to open and view at any time. How many years of data you can store in a QB Enterprise company file depends on a number of variables, and can range from a few to many.

While QuickBooks is very easy to use compared to most accounting products that service this small/medium enterprise market, this is both a benefit and a bit of a problem. Many users aren’t really trained in accounting, they are trained in how to operate QuickBooks. Moreover, the knowledge of how to make something work in QuickBooks doesn’t always translate to either proper use or to proper accounting. Even if it is simple to accomplish something in QuickBooks, it is always wise to get a little confirmation of the setup and training on proper use.

For a QuickBooks Enterprise desktop customer, the next step up in software is a big one no matter what, and it would come with drastic change, require data conversion (or abandonment), and incur high costs in licensing, implementation and training services. If there is a good business purpose to make such a change, then it makes sense. But bearing the significant costs of change may not make sense if the problems are centered on poor housekeeping or improper usage.

Mendelson Consulting’s team of QuickBooks Enterprise experts and ERP consultants can help your company get your data file and QuickBooks operations in the condition they need to be. With data file analysis tools and numerous methods for dealing with QuickBooks data and operations issues, Mendelson provides the services businesses need to continue success with QuickBooks. And, if we find that you have outgrown what a QuickBooks-based solution can do for your business, we’ll have that conversation, too.

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J

Software and the Business Lifecycle

Every year, roughly 4.5 million US small businesses are started. The fuel which drives the American economy, small businesses account for more than 99% of all businesses in the US. And job creation happens in small business, which means growth also happens here. Growth happens at every stage of a business if the business is moving forward. From just starting out to achieving large enterprise status, the lifecycle of a business carries with it a multitude of learning moments.

As businesses implement solutions to manage accounting and operational needs, there is often less consideration for the agility of the solution to meet changing and expanding business needs than there is for affordability and the immediacy of the implementation. Small business owners frequently adopt solutions because they fit the needs now, not understanding what may happen when the business outgrows the solution. Sometimes a product meets the functionality requirements quite nicely yet can’t handle the increasing volume. These are among the issues facing growing businesses and forcing stakeholders to make more buying decisions regarding the software supporting the operation.

Each stage of a business where functional or process requirements change drives to another software buying decision. This buying decision is most often met with angst, as considerations include not only cost, but data conversion vs re-loading, new process or system design and setup, user training, proofing the system (running parallel?) and a host of other issues, not the least of which is the business benefit to be derived.

If information is power, too many businesses are losing that power when they migrate from one software product to another.

Businesses often lose valuable historical information by leaving transactional and other detail data behind when they change from one business software system to another.  This should be an area of focus and key discussion point when any change to systems is considered.  After all, the insight and business intelligence gathered over the years was likely instrumental in helping the small business grow to become a successful big business and will continue to be important for years to come.

Maximizing a return on investment is crucial with any business expenditure, whether it is in people, processes or systems.

The selection of software to support the operation plays a most important role in finding that value return, as the software is what empowers the people, guides the processes and drives the systems’ foundation. Knowing the crucial positioning of the software selection in supporting business growth and recognizing that future changes may risk loss of valuable business intelligence, the importance of the initial selection becomes that much greater.

Mendelson Consulting will help you review your business and processes, building an understanding of what functionality needs to be supported and how the business intends to operate. For businesses looking to take the next step, we help identify where automation can improve efficiency and productivity. With that understanding, we help business owners and stakeholders navigate through the overwhelming landscape of solutions and approaches to find the right one for your business.

At every step and stage of business growth, Mendelson Consulting looks ahead to what’s next, helping our clients plan for the future.

While we don’t have a crystal ball, our experience coupled with industry and product knowledge allows us to make recommendations which minimize loss of valuable business intelligence while maximizing the ROI of the software which it informs.

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J

Why Small Businesses Need Proactive Accounting

It has been demonstrated time and again that businesses working with experienced accounting professionals can benefit from the strategic financial guidance and compliance support they may provide. Yet these factors alone are often not enough to make the business owner happy. For most small business owners and growing enterprise stakeholders, the lack of proactive advice compounded by slow responses to business requests are the primary reasons for leaving their CPA.

Even if they don’t know how to ask for it, small businesses want proactive attention from their accounting professionals. Small businesses want and need to get information when it matters, and they need help deciphering what the information really means.

It is common for professional accounting firms to simply wait for their clients to provide after-the-fact information from which reports are prepared and delivered long after their relevance has passed. These firms often see no sense of urgency in helping clients address the business issues facing them in real-time.

Business owners attempting to grow a small enterprise from their budding small business especially need the benefit of experienced insight into operational metrics, cash flows and overall business performance. Without this meaningful data and advice delivered in real-time, stakeholders don’t really know what is going on or if they’re on the right path.

Advice on business planning and financial strategies should come to business owners from their accounting professionals, but it often does not. It is interesting that so many firms list business planning and strategy among the services promoted on their websites, yet they just sit back and wait for clients to ask for help.

Regulatory and reporting requirements for businesses are ever-increasing, so it makes some sense that many professional practices continue to focus on taxes and compliance work. Firms may find it challenging enough to keep up with changes to these core services provided. Yet this is why practitioners should take notice and accept that their ability to meet changing market and customer demands is wrapped in their ability to leverage technology to do what people and process can’t do alone.

Information technology is needed to speed up the bookkeeping, accounting and reporting processes, and it takes even more technology to help turn data into relevant and useful information. This is where Mendelson Consulting and Noobeh cloud services can help.
Working with businesses of all sizes and encouraging participation by the accounting professional, Mendelson and Noobeh help businesses implement the technology that facilitates faster collection of information throughout the business and then applying solutions that reflect those numbers in ways that helps users visualize the meaning of the data.

Mendelson and Noobeh help CPAs and accounting professionals remove threats of competition and irrelevance by helping them work closer with and deliver greater value to their small business clients. Applying proven, innovative technologies with improved processing methods and controls leads to better information provided in a timelier manner, which returns to the client as a better result offering greater insight. This is what small businesses want from their CPA, and Mendelson Consulting and Noobeh Cloud Services helps professionals deliver it.

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J