Legacy System AI Upgrade

Many enterprises run their core business on management systems that have been in use for years — rebuilding is costly and risky. Sunzom's approach: keep the core business logic untouched and let the old system "grow" intelligence by attaching AI modules. With 20+ years in industry software and secondary development, we are confident enough to run a compatibility assessment on any system before touching it.

What We Deliver

• Compatibility assessment: analyzing existing system architecture, database and interfaces, assessing feasibility and risks;
• AI capability attachment: smart search (cross-module fuzzy queries), automatic form filling, intelligent report interpretation, message/ticket summaries, approval pre-review prompts;
• Data utilization: cleaning and structuring historical data to feed knowledge bases and agents, turning archives into decision value;
• Staged rollout: gradual release by role/module, with rollback possible throughout.

Typical Use Cases

• Industry management software gaining smart Q&A and report interpretation;
• Inventory / ERP systems gaining intelligent document entry and validation;
• Customer service ticket systems gaining automatic classification and summarization;
• Legacy websites / mini programs gaining smart shopping guidance and consultation entry points.

Deliverables

"Upgrade Assessment Report", AI functional modules (with interfaces), regression test reports, training and maintenance. For the model foundation behind the new capabilities, see LLM Integration & Private Deployment.