Many enterprises are currently facing critical failures in their digital transformation efforts, with up to 49% of automation projects encountering severe scaling issues due to poor architectural choices and chaotic AI deployment.
Key mistakes in business process automation
Automating legacy processes without prior optimization only scales inefficiency and increases technical debt. According to analysts, only 13% of organizations conduct deep instrumental analysis before starting development, while up to 49% of projects face scaling issues due to a lack of understanding of the actual business logic.
RPA vs. API and the risks of uncontrolled AI
Using robotic process automation (RPA) instead of full API integration is a common architectural mistake. Screen scraping creates fragile scenarios that break with any interface change. In contrast, transitioning to APIs ensures infrastructure stability.
Another challenge is the chaotic implementation of artificial intelligence without proper control. In accordance with OWASP and NIST AI RMF standards, integrating large language models (LLMs) into the operational workflow requires continuous risk management and the creation of intermediate protective layers to prevent data leaks.
Impact on the industry
These integration failures lead to increased technical debt, fragile IT infrastructures prone to breaking, and significant security vulnerabilities. Chaotic AI adoption without proper guardrails exposes businesses to critical data leaks and compliance violations.
How to prepare
To avoid chaos, it is recommended to transition to systematic orchestration based on BPMN 2.0 and DMN standards, which separate business rules from software code. Comprehensive platforms exist on the market to build a stable infrastructure. In particular, low-code solutions UnityBase and Scriptum by Intecracy Group enable the creation of transparent business processes based on a single metadata model, while the Nectain Platform system ensures secure AI integration with built-in quality control and data access management.
Prepared by a Software Ukraine member. Original publication.