Vendor lock-in
Being tied to a proprietary "wrapper" platform that limits flexibility.
Sovereign architecture: Custom-built systems using open-source or enterprise LLMs that you own entirely.
Model drift & token spiraling
Unpredictable costs and degrading performance over time.
Operational excellence: Proactive support and maintenance to monitor model health and optimize LLM spend.
Prison chatbots
Disconnected bots that frustrate users and fail at handoffs.
Seamless escalation: Intelligent workflows that preserve context during AI-to-human transitions.












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