Expand AI

Your Primary Assignment: Expand AI is built on the WorkAlly engine with specialized automation for proposals and 3D generation.

Overview

Expand AI provides full-cycle automation for RFPs and 2D/3D proposal generation, leveraging the WorkAlly intelligence engine.

Proposal Generation

Automated content and 2D design creation

3D Module

Blender MCP orchestration for 3D assets

Opportunity Intel

Market intelligence and opportunity scoring

Financial Proposals

Automated pricing and submission flows

Tech Stack

Core
AI Components
Infrastructure

const expandStack = {
  frontend: "Next.js 14 App Router",
  styling: "Tailwind CSS + shadcn/ui",
  backend: "Supabase (Postgres, Auth, Storage)",
  ai: "LangChain + LangGraph",
  deployment: "Vercel + Supabase Edge Functions"
}

Key Features

Proposal Generation

RFP Analysis

AI extracts requirements, scoring criteria, and submission guidelines

Content Generation

Creates tailored responses using company knowledge base

Design Assembly

Generates professional 2D layouts with branding

Review & Edit

Human-in-the-loop editing with AI suggestions

Submission

Automated formatting and submission workflows

3D Module Orchestration

Capabilities

Procedural 3D model generation
Texture and material application
Scene composition
Rendering pipelines
Asset optimization

Integration

// Example Blender MCP integration
const generate3DAsset = async (prompt: string) => {
  const response = await blenderMCP.generate({
    prompt,
    style: "photorealistic",
    format: "glb",
    optimization: "web"
  })

  return response.assetUrl
}

Development Guide

Getting Started

Clone Repository

git clone https://github.com/Weventures-AI/expand-ai.git
cd expand-ai

Environment Setup

cp .env.example .env.local
# Add your Supabase and AI keys

Install Dependencies

pnpm install
pnpm dev

Read Driver Docs

Review claude.md, plan.md, and agents.md

Working with AI Workflows

// app/api/proposals/generate/route.ts
import { LangChain } from '@langchain/core'
import { proposalChain } from '@/lib/chains'

export async function POST(request: Request) {
  const { rfpContent, companyContext } = await request.json()

  const proposal = await proposalChain.invoke({
    rfp: rfpContent,
    context: companyContext,
    tools: ['research', 'write', 'format']
  })

  return Response.json(proposal)
}

// lib/3d/generator.ts
import { BlenderMCP } from '@/lib/mcp'

export async function generate3DScene(
  description: string,
  style: '2D' | '3D' | 'realistic'
) {
  const scene = await BlenderMCP.createScene({
    description,
    style,
    lighting: 'studio',
    camera: 'isometric'
  })

  return scene.export('glb')
}

Database Schema

Core Tables

-- Proposals table
CREATE TABLE proposals (
  id UUID PRIMARY KEY,
  rfp_id UUID REFERENCES rfps(id),
  content JSONB,
  status TEXT,
  created_at TIMESTAMPTZ
);

-- RFPs table
CREATE TABLE rfps (
  id UUID PRIMARY KEY,
  title TEXT,
  requirements JSONB,
  deadline TIMESTAMPTZ,
  score_criteria JSONB
);

-- Assets table
CREATE TABLE assets (
  id UUID PRIMARY KEY,
  proposal_id UUID REFERENCES proposals(id),
  type TEXT, -- '2d', '3d', 'document'
  url TEXT,
  metadata JSONB
);

Current Milestones

Q1 2024
Q2 2024
Current Sprint

Testing

pnpm test           # Run all tests
pnpm test:watch     # Watch mode
pnpm test:coverage  # Coverage report

pnpm test:e2e       # Run Playwright tests
pnpm test:e2e:ui    # Interactive mode

pnpm test:ai        # Test AI workflows
pnpm test:prompts   # Validate prompts

Deployment

Environments

Development

Local development with hot reload

Staging

Preview deployments on Vercel

Production

Production on custom domain

CI/CD Pipeline

Support & Resources

Slack Channel

#expand-ai for team discussions

GitHub Issues

Report bugs and request features

Next Steps: Start with the setup guide and review the driver documents in the repository.

Venture Builder

WeScale

Overview

Proposal Generation

3D Module

Opportunity Intel

Financial Proposals

Tech Stack

Key Features

Proposal Generation

3D Module Orchestration

Development Guide

Getting Started

Working with AI Workflows

Database Schema

Current Milestones

Testing

Deployment

Environments

Development

Staging

Production

CI/CD Pipeline

Support & Resources

Slack Channel

GitHub Issues

​Overview

Proposal Generation

3D Module

Opportunity Intel

Financial Proposals

​Tech Stack

​Key Features

​Proposal Generation

​3D Module Orchestration

​Development Guide

​Getting Started

​Working with AI Workflows

​Database Schema

​Current Milestones

​Testing

​Deployment

​Environments

Development

Staging

Production

​CI/CD Pipeline

​Support & Resources

Slack Channel

GitHub Issues

Overview

Tech Stack

Key Features

Proposal Generation

3D Module Orchestration

Development Guide

Getting Started

Working with AI Workflows

Database Schema

Current Milestones

Testing

Deployment

Environments

CI/CD Pipeline

Support & Resources