Automated Reporting and Analytics
Most finance teams spend month end assembling numbers and almost none of it interpreting them. The work is repetitive, it happens under time pressure, and every manual step is somewhere an error can enter. We automate the collection and reconciliation so the pack builds itself and your team reviews it instead of rebuilding it.
1
Map
What the pack must contain
2
Connect
Reach the source systems
3
Model
Reconciliation logic
4
Build
Packs and dashboards
5
Automate
Schedule and hand over
How We Build It
01
Reporting Requirements Review
We start with the pack you produce today and the questions it is meant to answer. Reports that exist only because somebody once asked for them are identified and retired rather than automated, which is usually the fastest saving available.
- Review of current reporting pack and cadence
- Identification of reports nobody reads
- Required statutory and management outputs
- Agreed definitions for every reported figure
02
Data Source Mapping
We establish where each number actually originates and whether it can be reached programmatically. Some systems expose an API, some a database, and some only a scheduled export, which changes the design.
- Source system inventory per reported figure
- API, database and export capability assessment
- Data quality and completeness testing
- Handling of manual adjustments and journals
03
Data Model and Reconciliation
The model is where reporting either becomes trustworthy or does not. We build the reconciliation logic explicitly so every figure can be traced back to source, and so a break is flagged rather than absorbed.
- Central data model with documented lineage
- Reconciliation rules between source and report
- Automated break detection and flagging
- Historical restatement handling
04
Pack and Dashboard Build
We build to your existing formats, because a pack the board already knows how to read is adopted faster than a redesigned one. Statutory formats are matched exactly where they are prescribed.
- Management pack in your existing format
- Interactive dashboards for operational users
- Statutory and AFS aligned outputs
- Drill through from summary to transaction
05
Automation and Handover
Scheduling, distribution and the documentation your team needs to run it without us. We hand over the logic and the credentials, not a black box.
- Scheduled refresh and distribution
- Failure alerting when a source does not arrive
- Documentation of every rule and calculation
- Training and handover to your team
What You Receive
- Automated reporting pack refreshed on a defined schedule
- Documented data model with traceable lineage
- Reconciliation rules with automated break detection
- Dashboards for operational and management users
- Failure alerting and monitoring
- Documentation and handover training
Indicative Timeline
A first automated pack usually takes four to eight weeks. The dominant variable is how reachable the source systems are, not how complex the reporting is. Legacy systems without an API can add several weeks.
- Requirements and source mapping: one to two weeks
- Data model and reconciliation build: two to three weeks
- Pack and dashboard build: two weeks
- Automation, testing and handover: one week
What We Automate
Automation is applied to the outputs that recur, because those are where the manual effort and the error risk compound.
Management Packs
The monthly board and exco pack, built to your existing format and refreshed on a schedule.
Statutory Reporting
Outputs aligned to annual financial statement and regulatory formats where the layout is prescribed.
Reconciliations
Bank, debtor, creditor and intercompany reconciliations, with breaks flagged rather than buried.
Exception Reporting
Transactions and balances that fall outside expected ranges, surfaced as they occur.
Operational Dashboards
Live views for the people running the business day to day rather than only for month end.
Distribution
Scheduled delivery to the right recipients, with alerting when a source system fails to deliver.
Frequently Asked Questions
Will this work with our current accounting system?
Usually. It depends on whether the system exposes an API, a reportable database or at minimum a scheduled export. We establish that during source mapping before committing to a design, rather than discovering a blocker mid build.
Do we still need our finance team?
Yes, doing different work. Automation removes assembly, not judgement. The team stops keying and reconciling by hand and spends the time on review, variance explanation and the questions the board actually asks.
What happens when a number looks wrong?
Every figure traces back to source through documented lineage, so the answer is a drill through rather than an investigation. Reconciliation breaks are flagged automatically instead of quietly absorbed into a balancing figure.
Can it produce our statutory formats?
Where the format is prescribed we build to it exactly. AFS aligned outputs and regulatory returns are common requirements and are treated as fixed formats rather than dashboards.
Who maintains it afterwards?
You can, with the documentation and training handed over. Where a source system changes and the feed breaks, we can support it under an ongoing arrangement quoted separately.
Is our data safe?
Access is scoped to what the reporting needs, credentials are held in the environment rather than in scripts, and every automated action leaves an audit trail. Where personal information is involved, retention and access follow POPIA.
Related Services
This sits inside our Systems Development practice. Related work: Financial and Management Accounting if you would rather we produced the reporting than automated it, and AI Services for forecasting and anomaly detection on the same data.
