Automated reports from Excel and corporate systems
How to get rid of manual spreadsheet merging while maintaining control over results. Before choosing a tool, it is worth understanding the process and checking what data passes between systems. Only then can you compare implementation costs with potential manual work reduction.
11. Gather information about the process.
Establish metric definitions and unambiguous data sources. Document typical cases and exceptions so as not to optimize only the ideal path.
22. Compare methods.
Begin with features already available in systems, then check API integrations and imports. OCR serves document reading, while language models may help interpret variable content — however, they require result validation.
33. Plan testing.
Define measurable goals, a set of test data, process owners, and error handling methods. Validate types, duplicates, dates, and missing values before publishing the report.
44. Calculate total costs.
Beyond implementation, consider maintenance, licensing, observability, exception handling, and future system changes.
55. Phased Implementation.
Start with a process that has clear rules and business value. Ensure the possibility of rolling back operations and maintain readable documentation.
6FAQ: Does this task always require AI?
No. If the system provides predictable data, rule-based automation is often easier to test and maintain.