Insurance & FinanceComplex automationSeveral jobs working together: multi-stage pipelines with state, branching on rules or AI decisions, approvals or escalations, 4+ systems, AI agents that act, or reconciliation across sources. Usually rolled out in stages.

Premium collection and payment reconciliation

For: Mid-size insurance agency

Typical impact

−70% reconciliation effort

Incoming premium payments are matched against the expected ledger automatically, so only genuine mismatches need a person's attention.

Typical results

95%

of payments matched automatically

Same week

discrepancies caught, not at month-end

14 hrs

saved every month

Figures reflect typical results for this kind of automation.

The challenge

Reconciling payments against premiums was a manual monthly task that was time-consuming and error-prone.

Before and after

Before With the automation

Monthly reconciliation time

−70%
20 hrs
6 hrs

Payments matched by hand

−95%
100%
5%

Days until a discrepancy is caught

−83%
30 days
5 days

The automation

We built a flow that pulls payment records and the premium ledger, matches each payment to its policy, and produces a reconciled report with any mismatch flagged for review.

How it works

  1. 01

    Payments pulled

    The flow pulls incoming premium payment records automatically.

  2. 02

    Ledger loaded

    The expected premium ledger is loaded alongside the payments.

  3. 03

    Auto-matching

    Each payment is matched to its policy and expected premium amount.

  4. 04

    Mismatches flagged

    Only genuine mismatches are flagged and sent for human review.

  5. 05

    Reconciled report

    A reconciled report is produced the same week, with every exception documented.

Starts from

  • Payments
  • Premium ledger

Delivers

  • Reconciled report
  • Mismatch alert

The impact

Reconciliation effort dropped by about 70%, and discrepancies are caught the same week instead of at month-end.

Questions about this automation

Where does the flow get payment and premium data from?

It pulls incoming payment records from the bank feed, the payment processor or an exported statement, and loads the expected premiums from the agency's ledger or policy system. Both sources are read on a schedule, typically weekly, so reconciliation happens during the month instead of only at month-end.

How are payments matched to policies?

Each payment is matched by policy number, client reference and amount against the expected premium. Exact matches are marked as reconciled automatically. Partial payments, overpayments and payments with no matching policy are flagged as mismatches and listed in the report for a person to review.

What is needed to get premium reconciliation running?

Both data sources need to be accessible, and the team agrees which fields identify a payment, such as policy number or reference, and where the reconciled report should land, for example Google Sheets or Excel. Because it matches records across two sources and handles exceptions, it is a multi-step build, usually rolled out in stages.

Insurance & Finance

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