Full-Stack LLM Business Copilot
What this system is for
A full-stack application that combines conversational analysis, structured tools and persistent business context.
Reference economics
160 h/month workload → 35% automatable → 56 h/month released.
Reference arithmetic, not a measured client result.
160 h
Reference scenario
35%
Illustrative improvement
56 h
Decision value
The success story in 30 seconds
Business problem
The operating risk is not the model itself; it is losing state, accountability or approval around a business action.
What changed
Persist workflow state outside the model.
Business utility
The commercial value comes from reducing repetitive work without making sensitive decisions less traceable.
Decision
AI & automation
System
Full-Stack LLM Business Copilot
Validation
Controlled stages · Approval gates
Core stack
Next.js · TypeScript · React