sfs-ai 0.1.1

RAG AI client using GroundX + GitHub Models

SFS AI

A lightweight RAG (Retrieval-Augmented Generation) Python package built using GroundX + GitHub Models.

sfs_ai allows you to query indexed documents using natural language and receive clean AI-generated answers instead of raw document chunks.

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Project Structure

sfs-ai/
│
├── setup.py
├── README.md
├── requirements.txt
│
└── sfs_ai/
    ├── __init__.py
    └── client.py

---

Quick Start

from sfs_ai import sfsclient

sfs = sfsclient()

response = sfs.ask(
    "What is the revenue model of a restaurant?"
)

print(response)

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Books & Knowledge Sources Used

The ingestion and retrieval pipeline powering sfs_ai was built using curated hospitality, business strategy, forecasting, and operational management resources. These materials were indexed to improve contextual reasoning and answer generation for hospitality-related queries.

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Hospitality & Hotel Management

Revenue Management and Pricing

Revenue Management for the Hospitality Industry

Authors: David K. Hayes and Allisha A. Miller

Focus areas:

• Dynamic pricing
• Demand forecasting
• Occupancy optimization
• Revenue strategy

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Customer Experience & Hospitality

The Heart of Hospitality

Author: Micah Solomon

Focus areas:

• Customer experience strategy
• Guest satisfaction
• Hospitality service excellence
• Brand loyalty

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Restaurant & Hospitality Leadership

Setting the Table

Author: Danny Meyer

Focus areas:

• Hospitality leadership
• Restaurant operations
• Team culture
• Customer-first service philosophy

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Business & Strategic Management

Strategic Market Positioning

Blue Ocean Strategy

Authors: W. Chan Kim and Renée Mauborgne

Focus areas:

• Strategic differentiation
• Competitive market creation
• Hotel brand positioning
• Business innovation

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Competitive Analysis

Competitive Strategy

Author: Michael E. Porter

Focus areas:

• Industry competition
• Competitive advantage
• Strategic positioning
• Market analysis

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Innovation & Disruption

The Innovator's Dilemma

Author: Clayton M. Christensen

Focus areas:

• Innovation strategy
• Disruptive technologies
• Business transformation
• Emerging market adaptation

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Organizational Excellence

Good to Great

Author: Jim Collins

Focus areas:

• Organizational performance
• Leadership excellence
• Sustainable growth
• Business scalability

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Performance Measurement & OKRs

Measure What Matters

Author: John Doerr

Focus areas:

• OKRs (Objectives and Key Results)
• Performance systems
• Strategic execution
• Operational accountability

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Hospitality Business Frameworks

Hospitality Strategic Management

Hospitality Strategic Management

Authors: Cathy A. Enz

Focus areas:

• Hospitality business frameworks
• Strategic planning
• Hotel operations management
• Service industry competitiveness

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Purpose of These Sources

These books and frameworks were indexed into the ingestion pipeline to provide:

• Better hospitality-specific reasoning
• Strategic business insights
• Revenue optimization knowledge
• Operational management intelligence
• Improved contextual retrieval for hotel and restaurant queries

The combined knowledge base enables sfs_ai to generate concise, context-aware responses for hospitality and business-related use cases.