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Finance operations · Sample case study

Counterweight

Payments, payouts and the ledger, reconciled every night without a spreadsheet.

The Money Changers. Oil, generated, MMXXVI.

Sample case study: the client, figures and details are illustrative. Replace with a real project before launch.

Client

An online retailer (sample)

Plates

Integrations & APIs, AI & automation

Duration

6 weeks

The problem

Card payments, marketplace payouts and refunds landed in three places, and month-end reconciliation took the finance lead most of a week.

What we did

  1. IMap

    A data contract for every money movement: where it starts, where it should land, and how to match it.

  2. IIConnect

    Nightly jobs pull from the payment provider, the marketplace and the bank feed, match them, and post to the accounting system.

  3. IIIReview

    Anything that does not match goes to an exception queue, with an AI-drafted explanation a person approves.

What changed

  • Nightlyreconciliation instead of a month-end scramble
  • Samplefigures go here once a real project replaces this one

Built with

  • Stripe
  • Xero
  • Bank feeds
  • TypeScript workers
  • PostgreSQL
  • An LLM for drafting explanations