From the outside, categorization can sound like a narrow vendor mapping problem. Uber gets categorized to Ground Transportation & Parking, right? How hard could it be?
Accountants know that accurate categorization must be integrated into the full accrual-basis context of a client.
For example: A cash-out transaction might be a directly-expensed vendor payment, or it might be a bill payment, or it might be a prepayment that needs to go into a supporting schedule and get recognized over a period of time. It might need to clear an accrual or another liability. It could be money in transit, an owner distribution, or inter-company activity that needs to land on the balance sheet and later eliminate in a consolidation.
These scenarios all require different treatments, and getting them right requires much more than a vendor mapping.
That is why we built Meridian’s Categorization Agent: a comprehensive categorization system for the autonomous month-end close.
What the Categorization Agent does
The Categorization Agent runs inside and integrates with Meridian’s broader close system. It auto-categorizes bank and credit card activity, as well as uncategorized activity synced from other source-of-truth systems (for example contractor payment liabilities from the payroll system, or bills from an AP system).
In addition to applying firm-level guidance, client-specific preferences, and vendor mappings, within the context of a client’s books and business model, the Categorization Agent utilizes nearly 10 years of categorization intelligence accumulated across 199,000 closes in all major industries.
For recurring vendors, the Categorization Agent maintains and applies the vendor mappings maintained natively in Meridian, which are easy to review and update.
For new vendors, the Categorization Agent considers the transaction in the context of the client’s business model, entity type, chart of accounts, surrounding transactions, and client + firm categorization preferences before deciding where the transaction belongs.
The Categorization Agent will flag ambiguous activity for human review, with a customizable materiality threshold.
For transactions that should not simply hit the P&L, the Categorization Agent will route them into the appropriate accounting workflow.
For example, an annual prepayment is booked to the appropriate prepaid account and registered in the supporting schedules that Meridian maintains and rolls forward as part of the close. Assets are categorized to the appropriate fixed asset account and registered in the supporting schedules so they will be depreciated. A cash payment against an existing accrual will clear the liability instead of duplicating the expense, and Meridian will tick-and-tie that liability or clearing account, making it easy to review the account history and uncleared transactions. A bill payment will be applied against the open bill.
Meridian’s Categorization Agent is architected with the understanding that categorization is not just expense classification. It is part of how the input data become accurate accrual-basis books.
A few examples
A landscaping company frequently buys supplies from new vendors. The Categorization Agent knows from the customer context and accounting policies that these are COGS and not OPEX purchases, and should be directly expensed, and that equipment purchases > $1k should be capitalized.
A startup raises a priced round. Meridian knows to book the deposits to the appropriate equity account, and that large legal fees in temporal proximity are likely to be a Cost of Financing. The firm has a policy that all transactions > $25k be manually reviewed, so this activity is enumerated as part of the review summary Meridian provides on the completed close.
A restaurant has been paying a software vendor monthly, and then switches to annual billing. The Categorization Agent will see this large payment that deviates from the prior monthly pattern, book it as a prepaid, and create the supporting schedule entry so it is part of the roll-forward.
A business has multiple entities, and cash moves between them regularly. There are also loans from the business owner, and irregular owners distributions. The Categorization Agent understands the history in the inter-entity accounts, loan accounts, and equity accounts, and uses that history to categorize cash in and cash out appropriately on the balance sheet.
These activities are common, important to get right, and easy for disconnected categorization tools to miss, because correct categorization requires context beyond the individual transaction.
What the accountant experiences
The Categorization Agent is part of Meridian, which runs the month-end close from start to finish. That means an accountant does not have to learn or babysit a categorization-specific tool. Your work begins at the review of completed books, where transactions have been categorized in context.
Existing vendors follow the right history. New vendors are categorized intelligently. Balance sheet activity does not accidentally become P&L activity. Supporting schedules are updated when categorization creates a prepaid, accrual, or other schedule-driven item. Liabilities clear when the cash movement supports it, and stuck liabilities are surfaced for review.
The result is an efficient, clean, verifiable close, where an accountant can spend less time reconstructing what happened transaction by transaction and more time on the holistic review.
How this fits into Meridian
The Categorization Agent is part of the comprehensive Meridian platform, which includes four connected surfaces:
- A checklist system for recurring work, where firms define the inputs, steps, checks, and expected outputs for workflows like month-end close, customize them by client, and let Meridian execute the work autonomously.
- Meridian AI for ad hoc work, where teams can delegate client requests, review follow-up, cleanup, restatements, and other one-off projects through chat.
- A client-facing portal for gathering the files, answers, and approvals Meridian needs from clients, including categorization questions.
- An internal firm management portal for coordinating work across the team, reviewing what Meridian has done, and deciding what should become part of the ongoing process.
If you are not using Meridian yet, talk to our team about how to get started.