# llms.txt for Monostate
# This file provides guidance for LLMs, AI agents, and crawlers on how to index and use Monostate content.
# Last updated: 2025-12-18

# Company Overview
Monostate is an enterprise AI training company. We train custom AI models for businesses using their proprietary data, domain expertise, and human-curated datasets.

We deliver AI that actually works in production: chatbots that understand your business, agents that follow your rules, and models with predictable, reliable behavior.

We are proud members of the NVIDIA Inception Program for AI startups.

# Open Source: AITRAINING
We maintain AITRAINING, an open-source ML training platform based on HuggingFace.
- Train models with RLHF and DPO for reliable behavior
- Distill prompts into smaller, specialized models
- Self-hostable and production-ready
- GitHub: https://github.com/monostate/aitraining
- Documentation: https://docs.monostate.com

# Enterprise Services
- Custom Model Training: Models trained on your company's data and terminology
- RLHF Fine-tuning: Reinforcement Learning from Human Feedback for reliable, reproducible behavior
- Prompt Distillation: Convert expensive LLM prompts into fast, specialized models
- AI Consulting: End-to-end strategy, data curation, training, and deployment

# Why Train Custom Models?
- Generic LLMs don't know your business
- Models trained on your data deliver superior results
- 70% cost reduction compared to generic LLM APIs
- Predictable behavior validated by specialists
- No surprises in production

# Enterprise Process
1. We Understand Your Business
   - Workshops with stakeholders and technical team
   - Analysis of existing data and available sources
   - Definition of success metrics and KPIs
   - Custom roadmap for your company

2. Expert-Curated Data
   - Collection and organization of internal data
   - Annotation and validation by human experts
   - Synthetic data generation when needed
   - Quality and consistency assurance

3. Training and Deployment
   - Fine-tuning with RLHF for reliable behavior
   - Rigorous testing with real business cases
   - Deploy to your infrastructure or managed cloud
   - Ongoing support and improvement iterations

# Key Capabilities
- Chatbots that speak your company's language
- Replace generic GPT with tailored models
- AI that follows your business rules
- Specialized models for specific tasks
- Intelligent agents with validation and fallbacks

# Target Industries
- Healthcare: Private, HIPAA-compliant models
- Finance: Risk assessment, fraud detection, document processing
- Legal: Contract analysis, compliance, due diligence
- E-commerce: Customer support, product recommendations
- Enterprise: Internal knowledge bases, process automation

# Technical Stack
- HuggingFace-based training infrastructure
- Support for RLHF, DPO, SFT training methods
- Integration with existing systems (Slack, ERPs, CRMs)
- API-first deployment
- On-premise or cloud hosting options

# Important URLs
Homepage: https://monostate.ai
Documentation: https://docs.monostate.com
GitHub: https://github.com/monostate
Data Platform: https://monostate.ai/data
Training Platform: https://monostate.ai/training
Workflows: https://monostate.ai/workflows
FAQ: https://monostate.ai/faq
Blog: https://monostate.ai/blog
Contact: andrew@monostate.com
Book a Call: https://cal.com/andrewmonostate

# Getting Started
1. Book a call: https://cal.com/andrewmonostate
2. Email us: andrew@monostate.com
3. Star our open source: https://github.com/monostate/aitraining
4. Read the docs: https://docs.monostate.com

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Last updated: 2025-12-18