๐๐ ๐๐ ๐๐ง๐ญ๐ฌ ๐๐ซ๐๐ง'๐ญ ๐ฃ๐ฎ๐ฌ๐ญ ๐๐ง๐ฌ๐ฐ๐๐ซ๐ข๐ง๐ ๐ฌ๐ฎ๐ฉ๐ฉ๐จ๐ซ๐ญ ๐ญ๐ข๐๐ค๐๐ญ๐ฌ. ๐๐ก๐๐ฒ'๐ซ๐ ๐จ๐ซ๐๐ก๐๐ฌ๐ญ๐ซ๐๐ญ๐ข๐ง๐ ๐ญ๐ก๐ ๐๐ง๐ญ๐ข๐ซ๐ ๐ซ๐๐ฌ๐จ๐ฅ๐ฎ๐ญ๐ข๐จ๐ง ๐ฐ๐จ๐ซ๐ค๐๐ฅ๐จ๐ฐ. This week, ๐โ๐ฆ ๐ฌ๐ก๐๐ซ๐ข๐ง๐ ๐ ๐ฉ๐จ๐ฐ๐๐ซ๐๐ฎ๐ฅ ๐๐ ๐๐ง๐ญ๐ข๐ ๐ฐ๐จ๐ซ๐ค๐๐ฅ๐จ๐ฐ ๐ฉ๐๐ญ๐ญ๐๐ซ๐ง๐ฌ that can transform how businesses operate. ๐This is Day 2: ๐๐ฎ๐ฌ๐ญ๐จ๐ฆ๐๐ซ ๐๐ฎ๐ฉ๐ฉ๐จ๐ซ๐ญ ๐๐ ๐๐ง๐ญ๐ข๐ ๐๐จ๐ซ๐ค๐๐ฅ๐จ๐ฐ If youโre still thinking in terms of chatbots, it's time to rethink. Hereโs a high-level agentic workflow you can start with: ๐. ๐ ๐ซ๐จ๐ง๐ญ๐๐ง๐ ๐๐๐ฒ๐๐ซ: The user submits a query through a web or mobile interface. ๐. ๐๐ซ๐๐ก๐๐ฌ๐ญ๐ซ๐๐ญ๐ข๐จ๐ง ๐๐๐ฒ๐๐ซ: It analyzes the request and routes tasks to specialized agents based on the problem domain. ๐. ๐๐ง๐ญ๐๐ง๐ญ ๐๐ ๐๐ง๐ญ: Detects what the user needs (billing, account help, technical issue) and enriches the query using vector search across past tickets and documents. ๐. ๐๐จ๐จ๐ฅ ๐๐ง๐ญ๐๐ซ๐๐๐ญ๐ข๐จ๐ง ๐ฏ๐ข๐ ๐๐๐: Securely connects to systems like CRMs or ticketing platforms to fetch data or trigger actions, no manual input required. ๐. ๐๐ฎ๐๐ซ๐ฒ ๐๐๐ฌ๐จ๐ฅ๐ฎ๐ญ๐ข๐จ๐ง ๐๐ ๐๐ง๐ญ: Uses all available context to generate a complete, relevant response using an LLM. ๐. ๐ ๐๐๐๐๐๐๐ค ๐๐ ๐๐ง๐ญ: Evaluates the outputโs confidence level, improves it if needed, and determines whether it requires human escalation. ๐. ๐๐ฎ๐๐ซ๐๐ซ๐๐ข๐ฅ ๐๐ ๐๐ง๐ญ: Performs safety checks, ensuring no sensitive or non-compliant content is sent out. ๐. ๐ ๐ข๐ง๐๐ฅ ๐๐๐ฅ๐ข๐ฏ๐๐ซ๐ฒ: The orchestrator delivers the validated response back to the user via the original frontend channel. This is intelligent resolution at scale, powered by modular, collaborative AI agents. Nอoอtอeอ: Actual production workflows may differ based on your organizationโs requirements, integrations, and compliance standards. Human-in-the-loop reviews, monitoring, and safety checks may be added or adjusted to suit specific operational needs. Please repost โป๏ธ if you found this useful. Follow me for more insights on Agentic AI. Join my community agentbuild ai to learn and build together. #AIAgents #CustomerSupport #LLM #AgentArchitecture #AgentBuildAI | 92 comments on LinkedIn