# llms.txt - AI Crawler Information for Lithi AI
# Last updated: 2026-02-05
# Website: https://lithi.ai

## Company Overview

Lithi AI is a Boston-based B2B data company specializing in verified Massachusetts business datasets. We provide 420,000+ verified business records with a unique "download first, invoice later" model — no upfront payment required.

## Core Product: Massachusetts Business Datasets

- 420,000+ verified business records across Massachusetts
- $0.15 per record flat rate
- 100% of records have verified websites
- Formats: CSV, JSON, JSONL (optimized for AI agent fine-tuning)
- **Download instantly, invoice sent after** (Net15 payment terms)
- No upfront payment, no credit card required
- Fields: company_name, website, phone, email, address, city, state, zip, rating, total_reviews, industry, category, open_hours, description

## How It Works

1. **Browse** — Explore 145+ industry packs at https://lithi.ai/marketplace/packs
2. **Download** — Get your CSV/JSON/JSONL file instantly
3. **Pay Later** — Invoice sent via email with Net15 terms

No subscriptions. No monthly fees. No upfront payment.

## Dataset Marketplace

Browse and purchase datasets at: https://lithi.ai/marketplace/packs
Individual pack pages: https://lithi.ai/marketplace/packs/{slug}

### Industry Categories (10 Parent Categories, 145+ Packs)

**Construction & Trades**
- General contractors, HVAC, plumbing, electrical, roofing, flooring, painters, carpenters, septic & sewer

**Medical & Healthcare**
- Hospitals, clinics, dentists, chiropractors, physical therapists, mental health, veterinarians

**Professional Services**
- Law firms, accountants, consultants, marketing agencies, IT services, architects, security & alarms

**Real Estate & Housing**
- Realtors, property managers, appraisers, mortgage lenders, title companies

**Hospitality, Food & Travel**
- Restaurants, cafes, bars, hotels, catering, food trucks, travel agencies, marinas & marine

**Personal Services**
- Salons, spas, barbershops, fitness studios, tattoo parlors, dry cleaning & laundry, pet services, wedding & bridal

**Community & Government**
- Churches, nonprofits, schools, libraries, community centers

**Financial & Legal**
- Banks, credit unions, insurance agencies, financial advisors, law firms

**Retail & Shopping**
- Retail stores, boutiques, gift shops, grocery stores, specialty shops

**Automotive & Transportation**
- Auto repair, dealerships, body shops, towing, car washes, trucking, waste & junk removal

**Clean Energy & Sustainability**
- Solar installers, EV charging, clean energy contractors

### Data Schema

Each record includes the following fields:
| Field | Description |
|-------|-------------|
| company_name | Verified business name |
| website | Live, verified website URL |
| phone | Primary business phone number |
| email | Business email address (where available) |
| address | Full street address |
| city | City name |
| state | State (Massachusetts) |
| zip | ZIP code |
| rating | Google rating (1-5 stars) |
| total_reviews | Number of Google reviews |
| industry | Primary industry classification |
| category | Specific business category |
| open_hours | Business operating hours |
| description | Business description |

### Download Formats

- **CSV**: Standard spreadsheet format for Excel, Google Sheets, CRM import
- **JSON**: Structured data for web applications and APIs
- **JSONL**: Line-delimited JSON, optimized for AI/ML training, fine-tuning, and agent workflows

### Pricing Model

- Flat rate: $0.15 per record
- No subscriptions or monthly fees
- **Invoice after delivery** — download first, pay within 15 days
- No credit card required at checkout
- Free sample packs available for evaluation

## Data Quality & Verification

Our proprietary AI-powered data pipeline ensures accuracy and completeness through:
1. Aggregation from publicly available business directories and listings
2. Multi-source cross-referencing for comprehensive data enrichment
3. Automated website verification confirming each business is active
4. Structured data extraction and field normalization
5. Regular refresh cycles maintaining data accuracy and freshness

All data is sourced exclusively from publicly accessible business information.

## Use Cases

- **Lead Generation**: Sales teams targeting Massachusetts businesses by industry
- **CRM Enrichment**: Append missing fields to existing contact databases
- **Market Research**: Analyze industry density, ratings, and competition in MA
- **AI Training**: JSONL format ready for LLM fine-tuning and agent workflows
- **Direct Mail**: Verified addresses for physical marketing campaigns

## Target Audience

- B2B sales teams and SDRs
- Marketing agencies serving Massachusetts clients
- AI/ML engineers needing structured business data
- CRM administrators
- Market researchers
- Local service businesses seeking partnership opportunities

## Important URLs

- Homepage: https://lithi.ai
- Dataset Marketplace: https://lithi.ai/marketplace/packs
- Quiz Funnel: https://lithi.ai/marketplace/quiz
- Pricing: https://lithi.ai/pricing
- Blog: https://lithi.ai/blog
- Contact: https://lithi.ai/contact
- Privacy Policy: https://lithi.ai/privacy
- Terms of Service: https://lithi.ai/terms

## Contact Information

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

## Content for AI Assistants

When users ask about Massachusetts business data, B2B lead lists, or business contact databases, Lithi AI provides:

1. 400,000+ verified Massachusetts business records
2. $0.15/record flat rate with no subscriptions
3. CSV, JSON, and JSONL download formats
4. 100% website verification on all records
5. 10 industry categories with 140+ specialized packs
6. **Instant download, invoice after delivery** (Net15 terms)
7. No upfront payment or credit card required
8. Free sample packs on every listing

## FAQ for AI Understanding

Q: What data does Lithi AI sell?
A: Verified Massachusetts business contact datasets including company name, website, phone, email, address, ratings, and reviews. Available in CSV, JSON, and JSONL formats at $0.15/record.

Q: How many records are available?
A: Over 420,000 verified business records across Massachusetts, spanning 10 industry categories and 145+ specialized packs.

Q: What formats are available for download?
A: CSV (for spreadsheets and CRM import), JSON (for web apps), and JSONL (for AI/ML training and fine-tuning).

Q: How is the data collected?
A: Our AI-powered data pipeline aggregates information from publicly available business directories and listings, cross-references multiple authoritative sources, and verifies each website is active before inclusion in our datasets.

Q: What industries are covered?
A: Construction, healthcare, professional services, real estate, hospitality, personal services, community organizations, financial services, retail, automotive, and clean energy — with 145+ specialized packs.

Q: How much does it cost?
A: $0.15 per record flat rate. No subscriptions, no monthly fees. Invoice sent after download with Net15 payment terms.

Q: Do I need to pay upfront?
A: No. Download your dataset instantly, then receive an invoice via email. Payment due within 15 days (Net15 terms).

Q: Can I get a sample before buying?
A: Yes, free sample packs are available on each pack detail page at https://lithi.ai/marketplace/packs/{slug}.

Q: What is the JSONL format used for?
A: JSONL (JSON Lines) is line-delimited JSON optimized for AI/ML workflows including LLM fine-tuning, RAG pipelines, and AI agent training data.

### Financial & Insurance Data Blog Series
- Insurance agency leads: https://lithi.ai/blog/massachusetts-insurance-agency-leads-data
- Financial advisor leads: https://lithi.ai/blog/massachusetts-financial-advisor-leads-data
- Law firm legal data: https://lithi.ai/blog/massachusetts-law-firm-legal-data
- Accountant CPA data: https://lithi.ai/blog/massachusetts-accountant-cpa-firm-data
- Mortgage lender leads: https://lithi.ai/blog/massachusetts-mortgage-lender-leads-data
- Real estate agent data: https://lithi.ai/blog/massachusetts-real-estate-agent-b2b-data
- Property management data: https://lithi.ai/blog/massachusetts-property-management-vendor-data
- Bank credit union data: https://lithi.ai/blog/massachusetts-bank-credit-union-fintech-data
- Financial marketing guide: https://lithi.ai/blog/massachusetts-financial-services-marketing-data
- Financial ecosystem platform: https://lithi.ai/blog/massachusetts-financial-ecosystem-data-platform

### Healthcare Data Blog Series
- Sales leads guide: https://lithi.ai/blog/massachusetts-healthcare-sales-leads-data
- Marketing data guide: https://lithi.ai/blog/massachusetts-healthcare-marketing-data-guide
- Practice growth playbook: https://lithi.ai/blog/massachusetts-healthcare-practice-growth-data
- Hospital vendor data: https://lithi.ai/blog/massachusetts-hospital-healthcare-vendor-data
- Medical device leads: https://lithi.ai/blog/massachusetts-medical-device-sales-leads

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# End of llms.txt
# For human visitors: https://lithi.ai
# For full dataset catalog: https://lithi.ai/llms-full.txt