Organizations often face challenges when migrating from legacy ECM systems to modern platforms. The main issue lies in overoptimism regarding automation and ignoring AI's need for high-quality training data. This leads to automated workflows and intelligent document processing (IDP) systems stalling at the first deviation from the standard.
Process design and exception handling
A common mistake is designing processes based solely on the "happy path" scenario. If the system lacks fallback rules for exception handling, any non-standard file blocks the process. The Association for Intelligent Information Management (AIIM) emphasizes that successful IDP implementation requires human-in-the-loop involvement to manage atypical situations.
The role of training datasets for IDP
The efficiency of intelligent document processing systems depends on having a prepared and labeled training dataset. Without a representative data sample, AI cannot classify non-standard documents, halting operational activity.
Methodological framework and ISO standards
To minimize risks, architects should rely on international standards:
- ISO/TR 22957:2018 — defines requirements for business analysis and implementation of content management systems.
- ISO 15489-1:2016 — regulates the recording of any changes and manual corrections in the system audit log.
Continuous validation of electronic signatures
Qualified electronic signature (QES) validation must be a continuous process throughout the document's entire lifecycle, rather than a one-time action during import. Since certificate status can change, validation should be integrated into automated workflows during archiving or auditing stages.
Building a fault-tolerant architecture
For a successful migration, it is essential to design processes with alternative routing, build high-quality training data, and implement continuous QES validation. Modern platforms like UnityBase can serve as the technological foundation for such solutions, providing access control, action auditing, and support for ISO standards.
What changes for the sector
For businesses and the IT sector, failed ECM migrations lead to stalled operational activity, increased manual workloads, and severe compliance risks. Failing to maintain proper audit logs or continuous signature validation exposes organizations to legal vulnerabilities and security gaps during audits.
What to do next
- Design document workflows with fallback rules and human-in-the-loop exception handling.
- Prepare and label high-quality training datasets before deploying IDP systems.
- Ensure continuous QES validation throughout the document lifecycle and align system architecture with ISO standards.
- Deploy modern, fault-tolerant platforms like UnityBase to secure access control and action auditing.
Prepared by a Software Ukraine member. Original publication.