FlowDiagram
Software & system architectureMermaid

AI assistant product architecture template

An LLM-powered assistant with retrieval, tools, guardrails, memory and evaluation — the reference stack for GenAI features. This architecture diagram template contains 16 labelled components, branches such as “Yes”, “No”.

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  • Fully editable shapes and connectors, not a screenshot
  • Export PNG, SVG or PDF, or share it as a link
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Components in this architecture diagram

  • User
  • Chat UI
  • Orchestrator
  • Input guardrails: PII, jailbreak
  • Conversation memory
  • Retriever
  • Vector DB
  • Keyword index
  • LLM API
  • Tool call?
  • Search tool
  • Database query tool
  • Ticket creation tool
  • Output guardrails
  • Traces & token costs
  • Offline evals & feedback

How to use this architecture diagram template

  1. Click Open in the editor. The architecture diagram opens on a new page in FlowDiagram — nothing is uploaded and there is no sign-up.
  2. Rename, add or delete shapes and drag them where you want; connectors stay attached as things move.
  3. Drop in vendor logos from the library — 1,160 of them, including every AWS, Azure and Google Cloud service icon — or restyle it with the colour and theme controls.
  4. Prefer text? Edit the Mermaid source below and paste it in through ☰ → Import diagram (see the Mermaid editor); it imports as an editable diagram.
  5. Export to PNG, SVG or PDF, or press Ctrl+L for a link that carries the whole diagram.

Mermaid source

The whole template is the text below. Paste it into FlowDiagram, keep it in Git next to the code it describes, or hand it to an AI assistant to extend.

flowchart LR
  U((User)) --> UI[Chat UI]
  UI --> ORCH[Orchestrator]
  ORCH --> GIN[Input guardrails: PII, jailbreak]
  GIN --> MEM[(Conversation memory)]
  GIN --> RET[Retriever]
  RET --> VDB[(Vector DB)]
  RET --> KW[(Keyword index)]
  ORCH --> LLM[LLM API]
  LLM --> TOOLS{Tool call?}
  TOOLS -->|Yes| T1[Search tool]
  TOOLS -->|Yes| T2[Database query tool]
  TOOLS -->|Yes| T3[Ticket creation tool]
  T1 --> LLM
  T2 --> LLM
  T3 --> LLM
  TOOLS -->|No| GOUT[Output guardrails]
  GOUT --> UI
  ORCH --> TRACE[(Traces & token costs)]
  TRACE --> EVAL[Offline evals & feedback]

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