Create a smart chat help desk that remembers what each person said earlier in the conversation. It is great for customer support, onboarding, and simple product questions where context matters.
Messages start at a public chat endpoint. The system reads past messages from memory, bundles them together, and sends them to an OpenAI Assistant along with the new question. A window buffer keeps the most recent 20 messages for each session so replies stay on topic. A calculator tool is available inside the assistant for accurate math. After the model replies, the new user and AI messages are saved back to memory. A limit step then passes only the final result, and the output is cleaned for display or handoff to other systems.
Bring an OpenAI API key and an Assistant set up in your account. Expect faster replies and fewer repeat questions for your team. Good fits include website chat pilots, internal help desks, and FAQ style support. Setup is simple: add your OpenAI credential, select your assistant, confirm memory settings, and run a short conversation test to verify name recall and math accuracy.