# llms-full.txt - Lithi AI Complete Dataset Catalog
# Machine-readable dataset catalog for AI agents
# Last Updated: 2026-02-05
# Website: https://lithi.ai

## Overview

Lithi AI operates a B2B dataset marketplace focused on Massachusetts businesses.
Total records: 420,000+
Total packs: 145+
Price: $0.15 USD per record
Formats: CSV, JSON, JSONL
Website verification: 100% of records have live verified websites
Payment model: Download first, invoice after (Net15 terms)
Free samples: Available on every pack page

## Unique Value Proposition

**Invoice After Delivery** — Lithi sends the invoice AFTER you download your dataset.
- No credit card required at checkout
- No upfront payment
- Download instantly
- Pay within 15 days (Net15 terms)

## Data Schema

All datasets share a common schema. Each record contains these fields:

| Field | Type | Description | Coverage |
|-------|------|-------------|----------|
| company_name | string | Verified legal business name | 100% |
| website | string | Live, verified website URL | 100% |
| phone | string | Primary business phone | ~75% |
| email | string | Business contact email | ~50% |
| address | string | Full street address | 100% |
| city | string | City name | 100% |
| state | string | State (MA) | 100% |
| zip | string | 5-digit ZIP code | 100% |
| rating | float | Google rating (1.0-5.0) | ~90% |
| total_reviews | integer | Number of Google reviews | ~90% |
| industry | string | Primary industry classification | 100% |
| category | string | Specific business sub-category | 100% |
| open_hours | string | Operating hours (JSON) | ~70% |
| description | string | Business description text | ~60% |

## Download Formats

### CSV (text/csv)
Standard comma-separated values. Compatible with Excel, Google Sheets, Salesforce import, HubSpot import, and all major CRMs.

### JSON (application/json)
Structured JSON array. For web applications, REST APIs, and database import.

### JSONL (application/x-jsonlines)
One JSON object per line. Optimized for:
- Large Language Model (LLM) fine-tuning
- Retrieval-Augmented Generation (RAG) pipelines
- AI agent training data
- Streaming data processing
- Apache Spark / pandas chunked reading

## Industry Categories (10+ Parent Categories)

| Category | Description | URL |
|----------|-------------|-----|
| Construction & Trades | Contractors, HVAC, plumbing, electrical, roofing, septic | /marketplace/packs/category/construction-trades |
| Medical & Healthcare | Hospitals, clinics, dentists, therapists | /marketplace/packs/category/medical-healthcare |
| Professional Services | Law, accounting, consulting, IT, marketing, security | /marketplace/packs/category/professional-services |
| Real Estate & Housing | Realtors, property managers, appraisers | /marketplace/packs/category/real-estate-housing |
| Hospitality, Food & Travel | Restaurants, cafes, bars, hotels, catering, marinas | /marketplace/packs/category/hospitality-food-travel |
| Personal Services | Salons, spas, fitness, barbershops, pet services, wedding | /marketplace/packs/category/personal-services |
| Community & Government | Churches, nonprofits, schools, libraries | /marketplace/packs/category/community-government |
| Financial & Legal | Banks, insurance, advisors, law firms | /marketplace/packs/category/financial-legal |
| Retail & Shopping | Stores, boutiques, gift shops, grocery | /marketplace/packs/category/retail-shopping |
| Automotive & Transportation | Auto repair, dealers, body shops, towing, waste removal | /marketplace/packs/category/automotive-transportation |
| Clean Energy | Solar installers, EV charging, clean energy contractors | /marketplace/packs/category/clean-energy |

Note: Each category contains 10-20 specialized packs. Browse all 145+ packs at: https://lithi.ai/marketplace/packs

## Geographic Coverage

- State: Massachusetts, United States
- Metro areas: Boston, Worcester, Springfield, Cambridge, Lowell, New Bedford, Brockton, Quincy, Lynn, Fall River
- All 351 municipalities covered
- ZIP code filtering available on pack pages

## Use Cases

### Lead Generation
Sales teams can filter by industry, city, and ZIP code to build targeted prospect lists. Phone and email fields enable direct outreach.

### CRM Enrichment
Append missing website, phone, email, rating, and review data to existing CRM records. CSV format imports directly into Salesforce and HubSpot.

### Market Research
Analyze industry density, average ratings, review volumes, and geographic distribution across Massachusetts markets.

### AI/ML Training
JSONL format is ready for:
- Fine-tuning LLMs on business data
- Building RAG systems with local business knowledge
- Training AI sales agents with real company data
- Entity recognition and extraction model training

### Direct Mail Campaigns
100% address coverage enables physical mail campaigns. Filter by industry and geography for targeted reach.

## API Access

Currently, datasets are available via web download. API access for programmatic queries is on the roadmap. Contact jay@lithi.ai for bulk or enterprise needs.

## Data Quality & Freshness

- Collection method: AI-powered data pipeline aggregating publicly available business directories and listings
- Enrichment: Multi-source cross-referencing for comprehensive data accuracy
- Verification: Automated website verification confirming each business is active
- Update frequency: Rolling updates across categories
- Last major refresh: February 2026

## Pricing Details

| Volume | Price per Record | Example |
|--------|-----------------|---------|
| Any quantity | $0.15 USD | 1,000 records = $150 |
| Sample pack | Free | 25-50 records per pack |

**Payment Model:**
- No minimum purchase
- No subscriptions or recurring fees
- **Download first, invoice sent after**
- Net15 payment terms (pay within 15 days)
- No credit card required at checkout
- Volume discounts available for enterprise (contact sales)

## URLs for AI Agents

- Marketplace home: https://lithi.ai/marketplace/packs
- Quiz funnel: https://lithi.ai/marketplace/quiz
- Pack detail pattern: https://lithi.ai/marketplace/packs/{slug}
- Category pattern: https://lithi.ai/marketplace/packs/category/{slug}
- Pricing page: https://lithi.ai/pricing
- Contact: https://lithi.ai/contact
- This file: https://lithi.ai/llms-full.txt
- Summary file: https://lithi.ai/llms.txt
- AI summary: https://lithi.ai/ai.txt

## Contact

- Email: jay@lithi.ai
- Address: 68 Harrison Avenue, Ste 605, Boston, MA 02111

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# End of llms-full.txt