Management Reporting Agent
Calculate KPIs, analyse trends, detect anomalies, prepare board reporting.
Calculates key KPIs (EBITDA, working capital, DSO, DPO), consolidates data from multiple sources, detects anomalies, updates dashboards and prepares board reporting.
Score Dashboard
What This Agent Does
Management reporting is the interface between Finance and corporate leadership. Every month, KPIs must be calculated, trends analysed and the board informed about the financial position. The challenge: data comes from multiple sources, KPIs must be calculated consistently and anomalies detected before they raise questions at the board meeting.
The Decision Layer automates data preparation and KPI calculation. EBITDA, working capital, DSO, DPO and further KPIs are calculated from consistent data sources. Trends are analysed vs. prior month and prior year. Anomalies - KPIs outside the normal range - are detected and flagged. The commentary draft for the board is prepared as an LLM narrative.
The result: dashboards are updated on the morning of the first working day. Anomalies are detected before management asks. And the controller can focus on the strategic narrative instead of data preparation.
Micro-Decision Table
Calculate KPIs How are EBITDA, working capital, DSO, DPO calculated? Rules Engine
Defined KPI formulas
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Consolidate data Which data sources are merged? Rules Engine
ETL process from configured sources
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Trend analysis How do KPIs develop vs. prior month and prior year? Rules Engine
Arithmetic comparison across time series
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Detect anomalies Are KPIs outside the historical normal range? AI Agent
Historical comparison and range analysis
Decision Record
Challengeable: Yes - fully documented, reviewable by humans, objection via formal process.
Update dashboard Are KPI dashboards populated with current data? Rules Engine
Automatic update on data availability
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Create commentary draft How are KPI developments formulated for the board? AI Agent
LLM generates narrative from KPI data and trends
Decision Record
Challengeable: Yes - fully documented, reviewable by humans, objection via formal process.
Strategic narrative and recommendations What do the numbers mean strategically for the company? Human
Interpretation and action recommendation by the controller
Decision Record
Challengeable: Yes - via manager, works council, or formal objection process.
Prepare presentation material How is data visually prepared for the board? Rules Engine
Template = R, data-driven visualisation = A
Decision Record
Challengeable: Yes - rule application verifiable. Objection possible for incorrect data or wrong rule version.
Decision Record and Right to Challenge
Every decision this agent makes or prepares is documented in a complete decision record. Affected parties (employees, suppliers, auditors) can review, understand, and challenge every individual decision.
Prerequisites
- ERP system with consolidated financial data
- Defined KPI library with calculation formulas
- Dashboard infrastructure (Power BI, Tableau or equivalent)
- Board reporting templates
Governance Notes
GoBD-relevant insofar as reports contain tax-relevant data. KPI calculations are internal controlling tasks, but underlying financial data is subject to retention obligations per AO Paragraph 147.
The strategic narrative and action recommendations have no direct tax relevance but can have significant impact on corporate decisions. This interpretation remains with the controller and is presented to the board as a human assessment.
§203 StGB-relevant data is encrypted end-to-end and never passed to AI models in plain text.
Process Documentation Contribution
Infrastructure Contribution
The Management Reporting Agent builds the KPI calculation engine and dashboard infrastructure used by all reporting agents. The anomaly detection pattern is reused by the ICS Monitoring Agent and Fraud Detection Agent. The board reporting templates become the standard for all management communication.
Builds Decision Logging and Audit Trail used by the Decision Layer for traceability and challengeability of every decision.
Related Agents
Budget Variance Analysis Agent
Calculate plan/actual variances, identify causes, create commentary draft.
Forecast Agent
Calculate rolling forecast - extrapolate trends, model scenarios, analyse sensitivities.
Frequently Asked Questions
Can the agent also create ad-hoc analyses for management?
The agent is primarily designed for regular monthly reporting. Ad-hoc analyses can be calculated via the KPI engine but typically require an individual question formulated by the controller.
How are different KPI definitions between departments harmonised?
The KPI library defines a uniform calculation for every metric. When different departments use different definitions, the group definition is set as the standard and deviations are documented.
Are board reports automatically sent?
No. The agent prepares the report and presents it to the controller for review. The controller adds the strategic narrative, reviews the visualisations and approves the report for distribution.
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