SME Process Discovery Agent

Northstar fictional demo · synthetic business data

System ready Model Loading…
MCP: Connecting
Northstar Business Systems stdio
    Knowledge: Checking
    Northstar company documents Embedding model: checking Index status unavailable

      Workspace

      Conversation

      Ready
      Demo Guide How to explore this demo

      You’re interviewing employees at Northstar, a fictional industrial company, to understand how a business process really works. The agent can investigate connected systems and company documentation while building a structured process model.

      Demo environment: CRM, pricing and company documents contain synthetic data.

      Describe how work actually happens — including manual steps, delays, exceptions, approvals and workarounds.

      Recommended journey

      Suggestions fill the composer only

      What you’re watching

      Plain-English architecture
      Conversation
      The GPT model interviews the SME and decides the next action.
      Process Model
      Application-owned structured knowledge extracted from discovery.
      MCP
      Interact with structured business systems and tools.
      Knowledge / RAG
      Search unstructured company knowledge semantically.
      Analysis
      Application-controlled Analyst → Designer → Verifier orchestration.
      Evaluation
      Offline behavioral regression testing of the AI system.

      Keep an eye on Agent Activity to see whether a turn uses the LLM alone, MCP, RAG, state extraction or orchestration.

      Once enough process knowledge is captured, run Analyze discovered process to see Analyst → Designer → Verifier orchestration.

      Architecture
      Browser↓FastAPI↓GPT model
      • MCP client → Northstar MCP server → CRM / Pricing
      • RAG → embedding model → local vector index → company documents
      • ProcessState → application-owned structured process knowledge
      Analyst→Designer→Verifier

      Interview the Northstar team

      Describe a messy process as it really works. The agent will ask questions and the execution trace will show what happens underneath.

      Enter to send · Shift + Enter for a new line Ready for a message

      Structured knowledge

      Process model

      Awaiting discovery

      Run the discovered AS-IS process through Process Analyst → Automation Designer → Evidence Verifier.

      No process knowledge captured yet

      Validated facts and open questions will accumulate here as discovery progresses.

      Application-controlled orchestration

      Process Analysis & Automation Proposal

      Not analyzed

      No orchestration result yet

      After discovery captures process knowledge, run the explicit analysis to produce and verify a TO-BE proposal.

      Behavioral regression suite

      AI Evaluation

      Evaluations run offline from the developer CLI. This is the latest saved behavioral regression report; visitors cannot trigger paid evaluation runs.

      Checking latest report