Overview
Business benefits vary by organisation depending on use cases and supporting processes, but common value themes include: • Cost to Serve Reduction: Mature agentic AI deployments can reduce or cap the number of human agents required to manage contact volumes, enabling scalable operations without proportional labour growth. • Improved Intent Identification: more than 90% accuracy in capturing customer intent from voice interactions. Deterministic AI depends on predefined intents; non-deterministic models (e.g., voice FMs/LLMs) apply broader context, extracting intent more flexibly and with higher fidelity. • Customer Experience Uplift: Organisations see measurable improvement across NPS, FCR, and quality frameworks due to: – Reduced wait times: AI agents engage immediately with no queue delay. – Faster processing: Multi-step workflows that traditionally take hours or days can be completed in a single AI-driven process, accelerating time-to-outcome and reducing customer friction. • Enhanced Self-Service: Stronger semantic knowledge bases enable more accurate responses, smarter routing, and automated channel redirection, improving containment and resolution without human intervention.
Highlights
- Key capabilities: • Multi-agent orchestration: Information, conversation, validation, and task automation. • Bedrock AgentCore: Secure, identity-aware agent-to-agent/service communication. • Semantic knowledge: Bedrock Knowledge Base with S3 vectors for retrieval and context.
- • Enterprise security: Cognito, KMS encryption, IAM least-privilege, Guardrails. • Real-time processing: SSE streaming and WebSocket notifications. • MCP integration: AgentCore Gateway for Amazon Connect, Amazon Lex, and backend systems.
- Included AWS Services: - Amazon Bedrock (Models, Guardrails, Knowledge Base, Evals) - Amazon AgentCore (Runtime, Memory, Observability, Identity) - LangGraph - Strands SDK, MCP Protocols - S3 Vector, Cognito, Aurora PostgreSQL Serverless, Lambda, ECR
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Get in Touch:
Yun Zhi Lin Partner, Deloitte Cloud & Engineering yzlin@deloitte.com.au