4 weeks → 3 days
for a full monthly reconciliation
Monthly reports from a consumer-goods distributor network went from four weeks of work to three days.
Data reconciliation & reporting
Turn operational data into reports your teams can rely on.
ToolPlex builds and runs the data layer behind recurring reports. That may include a reporting database, source-system replication, business definitions, reusable views, file intake, reconciliation, dashboards, and exports.
Reporting databasesSource-system replicationRecurring management reportsReconciliation and traceability
Selected results
A few results from our work.
99%
of customer records matched automatically
The remaining differences stayed visible for review rather than being hidden inside a forced match.
Every total
traceable to a source record
Staff can inspect where a number came from and which rule or approved mapping affected it.
The problem
The data exists. Producing a reliable report is still difficult.
Some teams rebuild reports from spreadsheets every month. Others query operational databases directly or rely on views that only one person understands. In both cases, reporting becomes fragile and hard to maintain.
Reporting puts pressure on operational systems
Large queries compete with day-to-day transactions, so reports run slowly, fail, or can only be refreshed at limited times.
Business definitions live in scattered queries
Revenue, inventory, customer, and status definitions are repeated across SQL, spreadsheets, and dashboards that no longer agree.
Files and system records do not line up
Names, codes, dates, and totals differ across source systems, distributor submissions, spreadsheets, and external records.
A reported number is difficult to verify
When someone questions a total, the team has to reopen files, inspect queries, and rebuild the calculation to explain it.
What ToolPlex builds
Build and run the reporting layer behind the business.
ToolPlex connects the sources, creates the reporting data model, records the company’s definitions, checks the outputs, and publishes the views and reports each team needs.
Connect or replicate the source systems
We connect through databases, APIs, exports, and files. When needed, we create a reporting replica so analysis does not burden the operational system.
Define the reporting model
Products, customers, transactions, inventory, statuses, and company definitions are organized into reusable reporting tables and views.
Reconcile records and totals
ToolPlex matches records across sources, checks the totals, and keeps uncertain or unexplained differences visible for review.
Create the views and reports
Dashboards, materialized views, scheduled reports, APIs, and exports are produced from the same agreed definitions.
Trace every total to its source
Reported numbers can be followed back to the source record and the business rule or approved mapping that affected them.
Keep it running
ToolPlex monitors refreshes, handles source changes, updates business rules, and maintains the reporting layer after launch.
The reporting layer runs on databases, data pipelines, code, and explicit business rules. AI can help with unfamiliar files, messy descriptions, investigation, and uncertain matches.
Connects with the software and files you already use:
Databases and APIsERP, CRM, and POS systemsReporting replicas and warehousesDistributor and partner filesExcel, CSV, and Google SheetsCustomer and product masters
How we build it
From the first review to launch.
- 01
Follow the current report to its sources
We trace one reporting period through the databases, files, queries, spreadsheets, corrections, and final outputs behind it.
- 02
Build the reporting data model
We connect the sources, define the required entities and measures, and create the tables and views the reports will use.
- 03
Check it against trusted outputs
The new reporting layer reproduces trusted historical results or explains each valid difference from the source records.
- 04
Operate it after launch
ToolPlex runs refreshes, checks failures and differences, handles source changes, and publishes the agreed reports and views.
Philippines
Data reconciliation for Philippine enterprises
Philippine companies often rely on a mix of operational databases, ERP exports, distributor workbooks, email, shared drives, and spreadsheets. ToolPlex can build a reliable reporting layer across those sources without requiring every existing system to be replaced first.
- Reporting replicas and database views can keep heavy reporting work away from production systems.
- Files, customer aliases, and changing formats can be reconciled in the same reporting layer.
The business case
The cost goes beyond staff time.
It may show up as delayed decisions, excess stock, missed sales, or unreliable reports. We start with one area where the improvement can be checked.
A good fit for ToolPlex
- Reports depend on several databases, files, queries, or spreadsheets
- Operational systems cannot safely support the reporting load or views needed
- Teams use different names, definitions, and calculations
How we reduce the risk
- Begin with one recurring job
- Compare the result with the current method
- Add more only after the first part works
FAQ
Frequently asked questions.
Can ToolPlex build a separate reporting database?
Yes. When direct reporting would burden an operational database or cannot provide the views the business needs, ToolPlex can create and maintain a reporting replica or separate reporting data store.
Does AI decide which records match?
Not by itself. Matching can use exact rules, reference lists, similarity checks, and AI-assisted review. Uncertain records remain visible for a person to approve.
What happens when a match is uncertain?
The record is shown to a person with the available evidence. Once approved, the answer is saved so the same record does not require the same work next month.
Can the result feed our existing BI or ERP system?
Yes. ToolPlex can publish through dashboards, database views, APIs, or files shaped for the systems and reports your team already uses.
Show us the work you want to improve.
We'll explain what we can build, how it would connect, and where we would start.