Motahai orchestrates mission-critical operations for hospitality venues and healthcare practices. From 24/7 WhatsApp patient triage to captive WiFi monetization, our agents deliver deterministic execution with human-in-the-loop safety.
Built with Claude Foundation Models • Multi-Tenant Data Isolation Guaranteed
Generic chatbots fail in real businesses. Motahai embeds domain-specific reasoning loops directly into specialized workflows.
Autonomous 24/7 WhatsApp AI receptionist (Sara), atomic schedule locking, and interactive clinical knowledge graphs with instant human handoff.
Transforms guest WiFi into a high-ROI retention engine with ultra-light captive portals, printed voucher quota engines, and predictive churn radar.
How Motahai leverages Claude's state-of-the-art reasoning, prompt caching, and structured tool calling for high-volume service operations.
By marking tenant system prompts, clinic price lists, and doctor schedules as cache checkpoints, repetitive multi-turn agent conversations achieve up to ~90% cost reduction on the cached input prefix.
Claude invokes backend functions through typed JSON schemas. The server enforces tenant scoping automatically: the model cannot guess or forge a tenant ID, guaranteeing multi-tenant isolation.
Routine message classification and FAQ lookup execute via lightweight, fast models (Claude 3.5 Haiku). Deep medical triage and schedule conflict resolution route to Claude 3.7 / 3.5 Sonnet.
# Real Agent Tool Execution Loop with Server-Side Tenant Scoping
async def handle_patient_turn(tenant_id: str, message: str, history: list):
system_prompt = get_cached_clinic_prompt(tenant_id)
tools = [book_appointment_tool, query_prices_tool, escalate_to_human_tool]
response = await anthropic_client.messages.create(
model="claude-3-7-sonnet-20250219",
max_tokens=1024,
system=[{"type": "text", "text": system_prompt, "cache_control": {"type": "ephemeral"}}],
messages=history + [{"role": "user", "content": message}],
tools=tools,
)
return await execute_safe_tool_calls(tenant_id, response)Join forward-thinking hospitality groups and healthcare clinics running on Motahai AI OS.