Customer support automation
Understand requests, retrieve account context, recommend actions and escalate with structured information.
← All use cases
Intelligent conversations at production scale.
Build multilingual assistants, customer support automation and embedded copilots with streaming responses, memory and tool calling on regional infrastructure.
Regional support assistantAR · EN
One endpoint, multiple conversational products.
Use the same regional model platform for customer-facing and internal applications.
Enterprise knowledge assistants
Answer employee questions using internal policies, documentation and approved data sources.
Embedded product copilots
Add context-aware guidance, generation and workflow assistance directly inside software products.
Voice and IVR modernization
Combine speech models, language understanding and business actions for modern multilingual call flows.
From conversation to controlled business action.
A production system combines model inference, retrieval, policies, tool calls and monitoring.
USER CHANNELSWeb · App · Voice · Messaging
→APPLICATION LAYERIdentity · Memory · Guardrails
→HYPERFUSIONRegional LLM endpoint
→BUSINESS SYSTEMSCRM · Knowledge · Ticketing
Start managed. Isolate when the workload requires it.
A managed API supports fast product development. Dedicated endpoints add reserved performance, custom model behavior and stronger isolation.
Compare deployment models →MODEL OPTIONSQwen · GPT-OSS · other open-weight models
INTERFACEOpenAI-compatible streaming API
REGIONUAE production infrastructure
DEPLOYMENTManaged or dedicated endpoint
COMMERCIAL MODELTask scope or predictable service envelope
Take this architecture into production.
Start on the managed API today, or scope a dedicated endpoint with the isolation and performance your workload needs.