The Kainos Team|Aug 18, 2026
How Josephine & Associates closed client accounts faster with AI-assisted reconciliation
For Josephine & Associates, collecting the documents was only the beginning. The next challenge was making sense of the transactions.
The small accounting practice spent hours matching bank transactions against ledger entries, invoices and receipts. Payment descriptions were inconsistent. A single transfer might settle several invoices. Bank charges and partial payments left differences that required investigation.
As month-end workloads built, these checks consumed time that experienced accountants needed for reviewing accounts and resolving more complex issues. Without an in-house IT team, the firm needed a solution that fit its accounting process and came with ongoing technical support.
A partnership focused on the monthly close
The engagement began by reviewing how Josephine & Associates reconciles client accounts: which accounting systems it uses, how transactions are matched and which exceptions repeatedly slow the team down.
The rollout started with a small set of client accounts with reliable records. Historical reconciliations approved by the firm provided examples for testing proposed matches and identifying where human review is essential.
Our team configured the connections, matching rules and review workflow, then handled testing, training and maintenance. The accountants defined acceptable evidence and retained control over approvals.
Meet the firm's AI reconciliation assistant
The assistant helps accountants move from transaction lists to a focused set of items requiring attention.
Straightforward matches use defined rules, such as matching amounts and invoice references. AI helps interpret less structured information, including payment descriptions and supporting documents, to suggest possible connections.
Where a payment appears to cover several invoices, the assistant proposes a grouping, with calculations checked separately. Every suggestion shows the relevant records and the reason for the match, allowing the accountant to inspect the evidence.
Transactions without a clear match enter an exception queue. Potential duplicate entries, unexplained differences and missing support are highlighted as items to investigate, rather than treated as confirmed errors.
For each unresolved item, the assistant prepares a short explanation and, where helpful, drafts a question for the client. Accountants review those questions before sending them.
Approved decisions are recorded for traceability. The assistant does not autonomously post journal entries, write off differences or mark accounts as reconciled.
The actual impact
The rollout delivered four measurable improvements:
Faster reconciliation: Cut staff time spent matching transactions and investigating routine differences.
More focused review: Helped accountants identify unresolved items without repeatedly scanning entire transaction lists.
Clearer client queries: Reduced back-and-forth by preparing specific questions linked to supporting records.
Reliable recommendations: Tracked incorrect suggestions, missed discrepancies and review effort alongside time savings.
Performance was assessed against reconciliations reviewed by the firm, and the accuracy and practical time savings supported expanding the workflow across more client accounts.
For Josephine & Associates, the outcome was moving client accounts through the monthly close more efficiently, while keeping the decisions that matter in the hands of its accountants.