AI Assistant Integration

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Overview

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Capabilities

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V2 Composable Pipeline

• “What scoring methods are available?” — Lists priority_weighted, propensity, and formula with details
• “Create a V2 flow with diversity ranking” — Creates a 4-node pipeline with your specified config
• “Add an enrich node to my flow” — Adds enrichment at the correct pipeline position
• “Set up multi-placement with Hungarian allocation” — Configures group node with optimal strategy

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Context Routing

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Guided Autonomy

1. The assistant shows what it plans to create or change
2. You review and click Approve or Cancel
3. Only after approval, the mutation is executed via confirmMutation

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Conversation Persistence

• Auto-created on first message if no conversationId is provided
• Auto-titled from the first user message
• Full message history (including tool invocations) is loaded when resuming
• Up to 50 recent conversations are shown per tenant

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Supported Providers

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Security

• Prompt injection defense — 7 injection patterns detected and filtered; messages truncated to 10,000 characters
• PII redaction — Emails, SSN, credit cards, phone numbers, API keys, connection strings, and sensitive field names are stripped from all tool outputs before reaching the LLM
• RBAC enforcement — Chat requires admin/editor/viewer; mutations inherit the user’s role
• Rate limiting — 30 requests per minute per user (non-fail-open)
• Tenant scoping — tenantId is auto-injected into every tool call
• Audit logging — All AI interactions logged with module, route, message count, and conversation ID
• Max tool steps — Limited to 5 sequential tool calls per message
• Request timeout — 60 seconds

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API Integration

curl -N -X POST https://playground.kaireonai.com/api/v1/ai/chat \
  -H "Content-Type: application/json" \
  -H "X-API-Key: my-api-key" \
  -H "X-Tenant-Id: my-tenant" \
  -d '{
    "messages": [{ "role": "user", "content": "List my active offers" }],
    "route": "/studio"
  }'

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MCP Server

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Next Steps