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## https://sploitus.com/exploit?id=7DED9958-CEC1-56F3-8CB4-F1C5C57E75E7
# KOG Bonds POC Agent
Complete proof-of-concept demonstrating end-to-end automated outbound marketing for surety bond services targeting MWBE and SDVOB certified construction contractors.
## POC Objective
Build a **working demonstration** of automated contractor outreach to secure the full commercial project from KOG International.
**POC Success Criteria:**
- โ
Scrape 50-100 real contractors from MWBE + SDVOB databases
- โ
AI-enrich all contractors with profiles, contacts, and scores
- โ
Send automated email campaigns (demo to KOG team)
- โ
Demonstrate response handling with AI analysis
- โ
Generate comprehensive analytics report
## Architecture
```
Source Files โ Parser โ Multi-Database Scraper โ Deduplicator
โ
Google Sheets Database
โ
Enrichment Agent (AI)
โ
Campaign Agent (Personalized Emails)
โ
Response Agent (AI Analysis)
โ
Reporting Agent (Executive Summary)
```
## Features
### 1. Multi-Source Scraping
- NYC SBS Connect Directory (MWBE)
- VA VetBiz Directory (SDVOB)
- NYS Certified MWBE Directory
- Automatic deduplication
- Google Sheets storage
### 2. AI-Powered Enrichment (3 Templates)
- **Company Profile:** Revenue, specialties, certifications
- **Contact Extraction:** Emails, phones, decision makers
- **Qualification Scoring:** 0-100 score + tier classification
### 3. Personalized Email Campaigns
- **Tier 1 (70-100):** High-touch personalized outreach
- **Tier 2 (50-69):** Educational resource sharing
- **Tier 3 (30-49):** Awareness building
- AI-generated personalization for each contractor
### 4. Response Intelligence
- Sentiment analysis (Interested/Question/Not Now/etc.)
- Urgency assessment
- Buying signal detection
- Auto-generated reply suggestions
### 5. Executive Reporting
- Comprehensive metrics
- Google Sheets dashboard
- Email to management
- Production roadmap
## Installation
### Prerequisites
- Python 3.8+
- Google Cloud Project (for Sheets API)
- Firecrawl API key
- Anthropic API key
### Setup
1. **Clone/Navigate to project:**
```bash
cd /Users/sivam1mac/Projects/kog-bonds-poc
```
2. **Install dependencies:**
```bash
pip install firecrawl-py anthropic gspread google-auth pandas python-dotenv beautifulsoup4 lxml
```
3. **Configure environment:**
```bash
cp .env.template .env
# Edit .env and add your API keys
```
4. **Set up Google Sheets:**
- Create a Google Cloud Project
- Enable Google Sheets API + Google Drive API
- Create a Service Account
- Download credentials JSON
- Update `GOOGLE_SHEETS_CREDENTIALS_PATH` in `.env`
## Configuration
Edit `config.json` to customize:
```json
{
"poc_settings": {
"contractor_limit": 50,
"demo_email_recipients": ["your-email@kogbonds.com"],
"google_sheet_name": "KOG POC Contractors",
"source_files": ["path/to/html/files"],
"target_databases": {
"nyc_sbs": {...},
"va_vetbiz": {...}
}
}
}
```
## Usage
### Run Complete POC
```bash
python3 kog_poc_agent.py
```
This executes all 6 stages:
1. Foundation Setup (Google Sheets)
2. Scraping (50-100 contractors)
3. Enrichment (AI-powered)
4. Email Campaigns (personalized)
5. Response Handling (AI analysis)
6. Reporting (executive summary)
### Resume from Cache
If interrupted, the agent automatically resumes from the last checkpoint:
```bash
python3 kog_poc_agent.py
```
Cached data is stored in `processed_contractors.json`.
## Output
### Google Sheets Database
Columns (26 total):
- Contractor identification (ID, name, website)
- Contact information (email, phone, address)
- Certification details (MWBE, SDVOB, etc.)
- Enrichment data (revenue, specialties, NAICS)
- Qualification scoring (0-100 score, tier)
- Campaign tracking (emails sent, responses)
- Demo status
### Executive Report
Saved as: `POC_Report_YYYYMMDD_HHMMSS.txt`
Sections:
- Executive Summary
- Data Quality Metrics
- Campaign Performance
- Response Intelligence
- Production Roadmap
## Project Structure
```
kog-bonds-poc/
โโโ kog_poc_agent.py # Main orchestrator (800 lines)
โโโ config.json # Configuration
โโโ enrichment_templates.json # AI enrichment prompts
โโโ email_templates.json # Email templates (3 tiers)
โโโ .env # API keys (never commit)
โโโ .env.template # Template for .env
โโโ processed_contractors.json # Cache file
โโโ logs/ # Execution logs
โโโ README.md # This file
```
## API Usage & Costs
### POC Costs (~$50-100)
- **Firecrawl:** ~$20-40 (50-100 scrapes + searches)
- **Claude API:** ~$30-60 (150-300 API calls)
### Production Costs (~$220-320/month)
- **Firecrawl Pro:** $49/month
- **Claude API:** $150-250/month (2000+ contractors)
- **SendGrid:** $19.95/month (2000-5000 emails)
## Troubleshooting
### "No contractors scraped"
- Check Firecrawl API key
- Verify source HTML files exist
- Review rate limits
### "Enrichment failed"
- Check Claude API key
- Verify website URLs are valid
- Check API rate limits
### "Google Sheets error"
- Verify service account credentials
- Check Sheet name in config
- Ensure API is enabled in Google Cloud
## Demo Script
For KOG presentation:
1. **Show Google Sheets** (5 min)
- 50-100 contractors
- Enriched data quality
- Tier distribution
2. **Email Examples** (5 min)
- Personalization quality
- Tier-based messaging
3. **Response Intelligence** (5 min)
- AI analysis examples
- Sentiment detection
4. **Dashboard Metrics** (5 min)
- Funnel visualization
- Top leads
5. **Production Roadmap** (5 min)
- Scale to 2000+ contractors
- Expected outcomes
## Production Roadmap
### Phase 1: Database Expansion (4 weeks)
- All 50 state MWBE/SDVOB databases
- Target: 2,000+ contractors
- Daily automated scraping
### Phase 2: Campaign Automation (4 weeks)
- SendGrid integration
- UTM tracking
- A/B testing
### Phase 3: Response Management (4 weeks)
- Gmail monitoring (MCP)
- Real-time AI analysis
- CRM integration
- Sales rep notifications
### Expected Outcomes
- **100+ qualified responses/month**
- **20+ proposals/month**
- **5-10 deals/month**
- **10:1 revenue to cost ratio**
## Support
For questions or issues:
- Email: siva@progrowth.services
- Company: ProGrowth Marketing
## License
Proprietary - KOG International POC
ยฉ 2026 ProGrowth Marketing