PROJECT_STATUS.md

Demo Wire - Project Status

Purpose: Single source of truth for overall project state. Updated at the end of each sprint.

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What Is Demo Wire?

An AI-powered demo builder for ThoughtSpot that automatically creates complete demo environments:

• Snowflake schemas and realistic data
• ThoughtSpot connections, models, and liveboards
• Conversational chat interface for demo creation

Goal: Create the "perfect demo" that helps sell Thoughtspot's data analytics, bi and ai and software effectively.

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Development Phases

Phase 1: Button-Driven App ✅ COMPLETE

• Original Gradio UI with button-based workflow
• Research → DDL → Population → Deploy → Model → Liveboard
• Linear progression through stages

Phase 2: Chat Interface ✅ COMPLETE

• Conversational AI interface (launch_chat.py, chat_interface.py)
• Natural language demo creation
• Works end-to-end through chat

Phase 3: Making It Better 🔄 IN PROGRESS

• LegitData integration - Realistic data generation (integrated)
• Outliers - Strategic data points for compelling demos (needs work)
• snake_case naming - Better ThoughtSpot object names ✅ DONE
• MCP + TML hybrid - Create with MCP, polish with TML ✅ DONE (Jan 18, 2026)

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Current Capabilities

Working:

• End-to-end demo creation via chat interface
• Liveboard creation: MCP creates visualizations + TML post-processing for Groups, KPIs, colors
• LegitData for realistic data generation
• Supabase settings persistence
• ThoughtSpot authentication and deployment

Needs Work:

• Outliers need better integration into liveboard creation
• Data adjuster has column matching issues
• Tags not assigning to objects

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Key Technical Decisions

Liveboard Creation: MCP creation + TML post-processing

• MCP (via agent.thoughtspot.app) generates AI-driven visualizations
• TML post-processing adds Groups, KPI sparklines, brand colors, layout refinement

Data Generation: LegitData

• Uses AI + web search for realistic data
• Replaces faker-based scripts

Golden Demo Reference:

• dev_notes/liveboard_demogold2/🏬 Global Retail Apparel Sales (New).liveboard.tml

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Known Concerns

• Outliers: Was strong in old app, not working well now. Need to revisit.
• Latest changes: Some recent changes may have broken things. Need to verify.

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Sprint History

• Sprint Feb 2026: Current - see sprint_2026_02.md in root
• Sprint Jan 2026: Closed - see sprint_2026_01.md in root
• (Previous sprints archived in dev_notes/archive/)

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Last Updated: February 4, 2026