What your team gets · 01
Source and field map
A practical dictionary showing where each comparison field comes from and which source takes precedence when records disagree.
Pharmacies · AI implementation
Find the payment gap. Keep the records together.
Bring permitted remittance, receivable, and deposit records into a traceable review queue so pharmacy staff can investigate mismatches without rebuilding the same comparison.
Pharmacy owners, finance leads, and the people responsible for reconciling receivables.
The work worth fixing
The money arrived. What does it belong to?
A deposit appears, but its supporting remittance is elsewhere. An expected payment remains open in one export and appears settled in another. Staff spend their review time finding the records before they can investigate the difference.
The useful job is a consistent comparison: which period is covered, which source defines the amount, what appears to match, and what needs an authorized reviewer. We start with your existing reconciliation tools and the remaining work around them.
From a recurring problem to a working system
What we put in place.
Start with one defined piece of work. Make the useful change, test it with the people who use it, and leave a clear operating handoff.
Define the comparison
Choose one reconciliation period and an agreed set of receivable, remittance, and deposit records. Document what each identifier, amount, date, and status means before comparing rows.
Preserve the source trail
Keep the source file, reporting period, and original value beside the prepared record. Separate transactions from summaries so the same payment is not counted twice.
Apply explicit matching rules
Use the agreed identifiers, amounts, dates, and tolerances to propose matches. Separate exact matches from partial, ambiguous, duplicate, or unsupported associations.
Prepare the reviewer queue
Group unresolved items by reason, with the evidence needed to investigate them. The reviewer records the disposition; the preparation workflow keeps unresolved items visible between reviews.
What your team gets.
What your team gets · 02
Reconciliation worksheet
A prepared comparison with original values, proposed associations, period coverage, and the reason for each unresolved item.
What your team gets · 03
Exception queue
A focused list of missing remittances, partial payments, conflicting statuses, and ambiguous matches, each linked to its source records.
What your team gets · 04
Review and recovery guide
The review owner, accepted disposition labels, refresh procedure, and manual fallback when a source file is late or unavailable.
A working example
See the work take shape.
A deposit file shows a payment, while the period’s receivable export still lists an open amount. The expected remittance record is missing from the supplied folder.
The handoff sheet
- Prepared for the team
- The worksheet keeps the deposit and receivable separate, shows their dates and identifiers, and adds a missing-remittance item with links to both original records.
- When details do not agree
- A similar amount on a nearby date is insufficient to confirm the association. The item stays unresolved rather than closing the receivable through a guessed match.
- The decision that stays with a person
- The authorized finance reviewer locates the supporting record, confirms the association, and decides whether any correction belongs in the accounting or reconciliation system.
Choose the useful route
Use what works.
Build what is missing.
Who keeps the work moving?
- Finance lead
- Defines comparison rules, period boundaries, acceptable tolerances, and who can approve a financial disposition.
- Access owner
- Approves the minimum fields and sources needed for the task, including appropriate handling of sensitive records.
- Operating reviewer
- Investigates exceptions, records decisions, and checks the queue after each refresh rather than treating a proposed match as final.
Before we start
Questions worth asking.
Does this replace our reconciliation product?
We inspect its existing features first. The scope can be a clearer export and review process, a configuration change, or a connection around a remaining gap.
Will the workflow post payments or write off balances?
The initial job prepares comparisons and unresolved items. Posting, write-offs, collection decisions, and changes to financial records remain separate authorized actions.
What should we bring to the first conversation?
Bring a description of one recurring mismatch, the source systems involved, and the person who investigates it. A sanitized field list can establish the starting scope.
How do we check whether it works?
Compare a known period and include a missing remittance, duplicate record, partial payment, and ambiguous match. Check the source trail and reviewer handling for each case.
Connected work
Keep the whole workflow in view.
Open your case
Start with one workflow.
No need to choose an AI tool or design a solution first. Bring the work you want to improve.
We’ll agree on scope and pricing before any project begins.
A conversation, first
Talk to a nerd.
Bring one recurring task, request, or handoff. We’ll look at where it gets stuck and whether there’s a useful next step.
Open the booking calendarChoose a time in Google Calendar. Live availability and your time zone appear there.