Confidential international group · Approximately 30 companies · In use · Multi-agent architecture · Systems integration
Connect business data. Give leaders a clearer view.
Leadership in an international group of approximately 30 companies uses an AI-enabled solution to explore financial and operational information, examine deviations from plan and receive comparisons, market projections and recommendations. TechForge's work connects multiple existing systems with AI capabilities and process automation through shared IT leadership.
The business need
The group needed to simplify, integrate and automate work across a complex business environment. For its leadership, that included making extensive reporting information easier to use when examining performance and considering what to do next.
The CEO can ask questions across a large collection of reports and systems. The scope spans finance, operations and performance against plan, bringing information from several applications into the analysis.
What is in use
- Business figures across systems.
- The agent reads from multiple systems, giving the CEO access to information across the group’s reporting. Data is refreshed periodically or in real time, depending on the source application.
- Financial and operational analysis.
- The solution supports questions about finance, operations and deviations from plan, alongside comparisons and market projections.
- Recommendations for consideration.
- It provides suggestions in response to business questions, supporting the people responsible for decisions.
- Report drafts for human review.
- The agent prepares draft reports. A person reviews and sends the report, retaining responsibility for the final output.
Together, these capabilities connect information access, analysis and report preparation. Forecasts and recommendations support business judgement; the responsible people make the decisions.
The engineering contribution
Our implementation work connects AI agents with existing systems and supports process automation under shared IT leadership. Financial and operational analysis, comparisons against plan and report preparation are concrete uses within the engagement.
The group size describes the organisational context. The engagement is presented without naming the client or its internal systems.
Reliability built into the workflow
The solution uses a multi-agent architecture, with reliability supported by controls across the workflow: data retrieval, access permissions, checks on calculations and responses, testing and human review.
- Ground the analysis in business data.
- The system reads from connected applications, with data refreshed periodically or in real time according to the source. Access controls govern which information can be used.
- Check calculations and responses.
- Verification and testing support the quality of the output before it informs a business decision. Multiple agents are part of the implementation; checks on the work they perform are what support reliability.
- Keep people responsible for decisions.
- Reports are prepared as drafts for a person to review and send. Market projections and recommendations inform judgement rather than replace it.
This connects the architecture with the business requirement: information that leadership can examine and use responsibly across financial and operational decisions.
- 1Source systemsConnected applications, refreshed periodically or in real time by source
- 2Controlled retrievalAccess permissions govern which information can be used
- 3Analysis and checksCalculations and responses are checked; the workflow is tested
- 4Draft reportAnalysis, comparisons and recommendations prepared as a draft
- 5Human reviewA person reviews and sends the report and keeps responsibility
Bring your reporting and integration priorities
Start with the questions your leadership needs answered and the systems that hold the information. We can discuss how agents, integrations and automation could support that workflow, with data access, evaluation and operational responsibilities defined for the engagement.