> ## Documentation Index
> Fetch the complete documentation index at: https://docs.upsonic.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Examples

> Explore real-world examples showcasing Upsonic Framework capabilities

Explore Upsonic's comprehensive example gallery! From single-agent tasks to sophisticated multi-agent workflows, these examples demonstrate real-world use cases and best practices.

## Why Examples?

Examples help you:

* **Learn by doing**: See how concepts work in real applications
* **Accelerate development**: Use examples as templates for your projects
* **Discover capabilities**: Explore what's possible with Upsonic Framework
* **Best practices**: Learn recommended patterns and approaches

## Example Categories

### 🎬 Video Walkthroughs

These examples include step-by-step video explanations so you can follow along visually.

**Autonomous Agents**

* 🎬 [DevOps Telegram Bot](/examples/autonomous-agents/devops-telegram-bot) - Server monitoring, log analysis, and backups from Telegram
* 🎬 [Expense Tracker Bot](/examples/autonomous-agents/expense-tracker-bot) - OCR receipt scanning and expense tracking via Telegram

**Web Scraping & Data Extraction**

* 🎬 [Find Agreement Links](/examples/video-examples/find-agreement-links) - Autonomously find and verify policy pages on websites
* 🎬 [Classify Emails](/examples/video-examples/classify-emails) - Automatically categorize fintech operation emails
* 🎬 [Find Example Product](/examples/video-examples/find-example-product) - Explore ecommerce sites and extract product data

### Business & Sales

Real-world business automation examples for sales, marketing, and data extraction.

* [Company Research & Sales Strategy Agent](/examples/business-sales/company_research_sales_strategy_agent) - Research companies and generate sales strategies
* [Sales Offer Agent](/examples/business-sales/sales_offer_agent) - Generate personalized sales offers
* [Find Sales Categories](/examples/business-sales/find-sales-categories) - Extract ecommerce sales categories from websites
* [Find Company Website](/examples/business-sales/find-company-website) - Find and validate official company websites
* [Extract People](/examples/business-sales/extract-people) - Extract person names from text with structured output
* [AI Lexicon](/examples/business-sales/ai_lexicon) - Generate AI terminology and definitions
* [Landing Page Generation](/examples/business-sales/landing_page_generation) - Create marketing landing pages automatically

### Document Analysis

Extract insights from documents using OCR, vision models, and LLMs.

* [Contract Analyzer](/examples/document-analysis/contract-analyzer) - Analyze legal contracts and extract key terms
* [Document Analyzer](/examples/document-analysis/document-analyzer) - Extract data from documents using vision & LLM

### Code & Development

Examples for code review, analysis, and development automation.

* [Groq Code Review Agent](/examples/code-development/groq_code_review_agent) - Automated code review with Groq models

### Model Integrations

Learn how to integrate different LLM providers and model platforms.

* [NVIDIA Agent](/examples/model-integrations/nvidia_agent) - Use NVIDIA NIM models with Upsonic
* [Ollama Agent](/examples/model-integrations/ollama_agent) - Run local LLMs with Ollama integration

### Safety & Compliance

Implement content filtering, safety policies, and compliance checks.

* [Safety Engine with Safeguard LLM Models](/examples/safety-compliance/safety_engine_with_safeguard_llm_models) - Implement content filtering and safety policies
* [Crypto Block Policy](/examples/safety-compliance/crypto-block) - Block cryptocurrency content with Safety Engine

## Next Steps

After exploring examples:

* Try running examples locally from the [Upsonic Examples repository](https://github.com/Upsonic/Examples)
* Modify examples to fit your specific use case
* Combine concepts from multiple examples to build complex systems
* Share your own examples with the [Upsonic community](https://github.com/Upsonic/Upsonic)