6-step workflowai chatbot llm chat streaming guided-flow App Builder

AI Chatbot Feature

Add a real AI chat feature with streaming responses, conversation history, and graceful failure handling.

Run this as a guided flow on Flows — verify gates and recovery prompts included →

Flows@flows12d ago

0 runs0 forks0

Chain

Inputs

Step 1

flow-ai-chatbot-feature-1-define-the-assistant-spec

Step 2

flow-ai-chatbot-feature-2-build-the-chat-ui

Step 3

flow-ai-chatbot-feature-3-integrate-the-real-llm-api

Step 4

flow-ai-chatbot-feature-4-persist-conversation-history

Step 5

flow-ai-chatbot-feature-5-harden-failure-and-limit-handling

Step 6

flow-ai-chatbot-feature-6-chat-qa-pass

Final output

Workflow inputs

No inputs required — hit Run to stream each step in order.

Each step streams from its model and feeds the next. BYOK — you pay your provider directly. Add a key in Settings if a step needs one.

Step 1 · Decide what the assistant does, its boundaries, and its system prompt.

flow-ai-chatbot-feature-1-define-the-assistant-spec

Claude Sonnet 4.6→ {{step_1}}

Awaiting upstream steps…

Step 2 · A trustworthy chat surface with all interaction states.

flow-ai-chatbot-feature-2-build-the-chat-ui

Claude Sonnet 4.6→ {{step_2}}

Awaiting upstream steps…

Step 3 · Replace nothing with something: real model responses through the backend.

flow-ai-chatbot-feature-3-integrate-the-real-llm-api

Claude Sonnet 4.6→ {{step_3}}

Awaiting upstream steps…

Step 4 · Chats must survive refresh and be scoped to their owner.

flow-ai-chatbot-feature-4-persist-conversation-history

Claude Sonnet 4.6→ {{step_4}}

Awaiting upstream steps…

Step 5 · AI features fail in production - make every failure visible and recoverable.

flow-ai-chatbot-feature-5-harden-failure-and-limit-handling

Claude Sonnet 4.6→ {{step_5}}

Awaiting upstream steps…

Step 6 · Verify realness, persistence, and resilience end to end.

flow-ai-chatbot-feature-6-chat-qa-pass

Claude Sonnet 4.6→ {{step_6}}

Awaiting upstream steps…

About this workflow

Add a real AI chat feature with streaming responses, conversation history, and graceful failure handling.

What happens when you run it

1
Decide what the assistant does, its boundaries, and its system prompt.
Runs flow-ai-chatbot-feature-1-define-the-assistant-spec on Claude Sonnet 4.6
2
A trustworthy chat surface with all interaction states.
Runs flow-ai-chatbot-feature-2-build-the-chat-ui on Claude Sonnet 4.6
3
Replace nothing with something: real model responses through the backend.
Runs flow-ai-chatbot-feature-3-integrate-the-real-llm-api on Claude Sonnet 4.6
4
Chats must survive refresh and be scoped to their owner.
Runs flow-ai-chatbot-feature-4-persist-conversation-history on Claude Sonnet 4.6
5
AI features fail in production - make every failure visible and recoverable.
Runs flow-ai-chatbot-feature-5-harden-failure-and-limit-handling on Claude Sonnet 4.6
6
Verify realness, persistence, and resilience end to end.
Runs flow-ai-chatbot-feature-6-chat-qa-pass on Claude Sonnet 4.6

Best for

•Recurring tasks you currently copy-paste between tools.
•When a single prompt isn't enough — you need a chain where output(n) feeds prompt(n+1).
•Fork and adapt if your inputs differ materially from the author's use case.

Models used

Claude Sonnet 4.6