Use Cases

Why your accounting system says you are owed money you have already received

Discover why your accounting system shows discrepancies in payments received. Learn how to resolve these issues effectively. Click to uncover solutions now!

By David Diaz, Co-Founder DALE Labs·Reviewed by Leonardo Shapiro, Co-Founder DALE Labs·Updated August 2026
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The Problem: Why This Matters

For finance teams, the misalignment between accounts receivable records and bank statements is more than just a clerical issue; it impacts cash flow management and business decisions. When payments are not correctly matched to invoices, companies might mistakenly pursue customers for payments already made or fail to recognize available funds. This not only strains customer relationships but also hinders accurate financial forecasting.

How Most Providers Handle It Today (And Why It Falls Short)

Traditional accounts receivable solutions often rely on manual processes or simplistic algorithms that inadequately reconcile payments with invoices. These systems may default to matching payments based solely on amount or date, ignoring nuances like payer name variations or reference numbers. Consequently, finance teams are left with unmatched payments and ambiguous records, which require time-consuming manual intervention to resolve. This inefficiency diverts valuable resources and does not scale well with growing transaction volumes.

ARPilot's Approach: How It Solves the Problem Differently

ARPilot employs a sophisticated AI-driven matching system that evaluates payments against open invoices by considering multiple factors simultaneously: amount, date, payer name, and reference. This multi-faceted approach ensures a higher confidence in matching results. Payments that meet a 0.95 confidence threshold are applied automatically, while those with a 0.70-0.95 score are queued for human review with ranked candidates and explicit reasons for each suggestion. This transparency and precision in payment matching are augmented by ARPilot’s human approval architecture, ensuring no action is taken without oversight.

Key Benefits and Measurable Outcomes

  • Accurate Aging Reports: By correctly applying payments to invoices, finance teams achieve accurate aging reports that reflect true financial status, aiding in reliable cash flow forecasting and strategic planning.
  • Reduced Manual Intervention: The AI-driven matching reduces the manual workload for finance teams, allowing them to focus on more strategic tasks rather than mundane reconciliation processes.
  • Enhanced Customer Relations: By avoiding unnecessary payment requests, ARPilot helps maintain positive relationships with customers, reducing the risk of disputes or dissatisfaction.
  • Scalable Solution: ARPilot's platform is designed to handle varying volumes of transactions, from a few dozen invoices a month to thousands, making it suitable for mid-market companies looking to grow.

FAQ

Why does my accounting system show invoices as unpaid when the customer has already paid?

This discrepancy often arises from unmatched payments, where incoming payments are not properly reconciled with open invoices due to variations in payer name, reference numbers, or other factors. ARPilot resolves this by applying a comprehensive matching algorithm that considers multiple data points.

How does ARPilot ensure the accuracy of its payment matching process?

ARPilot combines AI-driven algorithms with human oversight. Payments that meet a high confidence threshold (0.95 and above) are automatically applied, while those with lower scores are reviewed by finance teams with clear, ranked suggestions for resolution.

What happens if ARPilot cannot confidently match a payment to an invoice?

If a payment does not reach the 0.70 confidence threshold, it remains unmatched, ensuring no erroneous actions are taken. The unmatched payments are flagged for review, allowing finance teams to investigate and resolve discrepancies with detailed context provided by the system.

Can ARPilot integrate with my existing accounting software?

Yes, ARPilot is designed to sit alongside your current accounting system rather than replace it. It syncs bidirectionally with QuickBooks Online and can connect to other systems via REST API, CSV import, or custom adapters for Enterprise agreements.

How quickly can I implement ARPilot in my organization?

ARPilot offers a self-serve signup with no need for an implementation partner. You can be up and running within days of connecting QuickBooks, allowing for a seamless transition that minimizes disruption to your operations.

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About the author
David Diaz, Co-Founder DALE Labs

David is the Co-Founder of DALE Labs, he is a Full Stack Developer with years of experience creating terrific web experiences. During his time as a developer, he has lead teams, trained developers, launched new products and created tons of value for a plethora of clients around the world.

Reviewed by Leonardo Shapiro, Co-Founder DALE Labs

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What ARPilot costs

Published pricing, billed monthly. Annual billing is about two months free.

Free

$0 /month

10 invoices per month

Starter

$99 /month

50 invoices per month

Professional

$299 /month

200 invoices per month

Enterprise

Custom

Unlimited invoices per month

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