Engineering Guides & AI Insights
AI and software insights: in-depth articles, architecture patterns and practical guides on enterprise AI, ERP modernisation and workflow automation.
How to Integrate Generative AI into Legacy Enterprise Systems Without Rebuilding
Enterprises often hesitate to adopt AI because they assume it requires replacing legacy mission-critical systems.
By utilizing API Gateway proxies, secure Retrieval-Augmented Generation (RAG), and strict role-based access tokens, companies can surface AI intelligence directly inside existing interfaces without migrating legacy core systems.
Key takeaways include zero-data leakage guardrails, embedding cached queries for cost savings, and establishing continuous model evaluation metrics.
Resources & Technical Whitepapers FAQ
How often we publish, and asking for a deep dive on a topic.
Yes. Our engineering architects regularly publish architectural blueprints, whitepapers, and real-world case studies.
AI and software insights for business teams
These AI and software insights are written for founders, managers and IT teams who want practical answers rather than hype. Each guide explains a real problem, the options to solve it, and what it takes in time and effort. As a result, you can judge whether AI, automation or custom software fits your business before you spend money on it.
New topics follow our work: AI integration, business automation, custom ERP and smart homes. In addition, news about our own product, Convotra AI, appears here. If a guide raises a question about your own project, write to us.