Automation library · AI assistants

Implement intelligent message buffering for AI chats

Started by someone opening a chat with it, and works across Redis. It puts OpenAI behind a retrieval step, so answers are drawn from documents you supply rather than from the model alone. 16 steps, 3 branches, 1 loop or waits: a working afternoon to understand properly.

MediumCalls a model: OpenAIRetrieval

16 stepsMedium: a working afternoon
3Branches: places the flow splits
1Loop or waits
1Service it connects to

The flow

Starts it 1Model 3Logic 5Service 7

The steps in the order they run, from what starts it.

  1. 1OpenAI Chat ModelLm Chat Open AiModel
  2. 2redis_chat_memoryMemory Redis ChatModel
  3. 3chatChat triggerStarts it
  4. 4AI AgentAgentModel
  5. 5storeRedisService
  6. 6countRedisService
  7. 7check_first_messageIfLogic
  8. 8timestampRedisService
  9. 9nothingNo OpLogic
  10. 10waitWaitLogic
  11. 11get_timestampRedisService
  12. 12check_delayIfLogic
  13. 13extractRedisService
  14. 14get_messageRedisService
  15. 15set_messageRedisService
  16. 16check_queue_is_emptyIfLogic

How it's built

Starts on
Someone opening a chat with it
Steps
16, with 3 branches, 1 loop or waits
Size
Medium: a working afternoon
Connects to
Redis
Model
OpenAI
Retrieval
Answers are drawn from documents you supply, not from the model alone

Questions

What does it need to run?

An n8n account, plus your own Redis account, and a key for OpenAI. You connect your own accounts after importing it; none are included.

What starts it?

It starts on someone opening a chat with it.

Does it use AI?

Yes. It calls OpenAI. Its answers draw on documents you give it, not on the model alone. Model calls are billed by the provider, not by n8n.

How long does it take to set up?

Plan an afternoon. 16 steps is enough that you should read each one before running it.

How do I import it?

Copy the workflow, open a new workflow in n8n and paste. The steps appear on the canvas, ready for your own accounts.

Before you run it

Nothing here has been tested by us. It is somebody's working automation, read and described from its own steps. Treat the connections it wants as a list of accounts it will touch, and read the 16 steps before you point it at anything that matters.