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

# FAQs

> Common questions about Thesis.io

# Frequently Asked Questions

Get answers to the most common questions about Thesis.io, our AI-native research engine for DeFi.

<AccordionGroup>
  <Accordion title="🔍 What is Thesis.io?">
    **Thesis.io** is the first **AI-Native Research Engine for DeFi**. We help you discover the best DeFi protocols, tokens, market data, and social media sentiment through our advanced search capabilities.

    Our platform processes millions of data points from:

    * **CEXs & DEXs** - Centralized and decentralized exchanges
    * **Lending Protocols** - DeFi lending and borrowing platforms
    * **Stablecoins** - USD-pegged digital assets
    * **Social Media** - X (Twitter), Reddit, and other platforms

    This curated data powers our Deep AI Search Engine to deliver DeFi insights instantly.
  </Accordion>

  <Accordion title="🤖 How is Thesis.io different from LLMs?">
    While general-purpose LLMs provide broad AI capabilities, **Thesis.io is a specialized Deep AI Search Engine** built exclusively for DeFi.

    **Key Differences:**

    * **Domain Focus** - We specialize in DeFi data and insights only
    * **Data Depth** - Access to millions of curated DeFi data points unavailable to general LLMs
    * **Real-time Intelligence** - Live market data and protocol analytics
    * **Expert Tools** - Purpose-built DeFi research and analysis capabilities

    General LLMs lack the specialized DeFi knowledge and real-time data that Thesis.io provides.
  </Accordion>

  <Accordion title="⚡ How can Thesis.io be integrated with LLMs?">
    Thesis.io leverages multiple LLMs strategically to power different aspects of our platform:

    **Our AI Stack:**

    * **Deep Research** - Claude Sonnet 4 for complex reasoning and tool orchestration
    * **Specific Tasks** - Smaller, faster models for targeted operations
    * **API Integration** - RESTful APIs for seamless developer integration

    **For Developers:**
    Our APIs enable Web3 developers to integrate Thesis.io's DeFi intelligence into their applications, letting them focus on building the next billion-dollar project instead of learning AI infrastructure.
  </Accordion>

  <Accordion title="🔬 How does Thesis.io compare to other search APIs?">
    **Thesis.io is not a general-purpose search engine** - we're laser-focused on DeFi data and insights.

    **Our Competitive Advantage:**

    * **Exclusive DeFi Tools** - Proprietary analytics unavailable elsewhere
    * **Deep Data Processing** - Beyond surface-level web crawling
    * **Curated Intelligence** - Hand-selected, high-quality DeFi data sources
    * **Real-time Updates** - Live market data and protocol changes

    **Why Others Fall Short:**
    General-purpose AI search engines only crawl public websites and lack the specialized DeFi tools and deep data processing that deliver actionable insights.
  </Accordion>

  <Accordion title="🚀 How does Thesis.io Spaces differ from other AI Agent Frameworks?">
    **Developer-First vs User-First Approach:**

    **Other Frameworks** (Swarm, LangChain, AutoGen):

    * Developer-centric with complex AI customization requirements
    * Strong ecosystems but require deep AI/programming knowledge
    * Generic tools requiring extensive DeFi tool development
    * Time-intensive setup and maintenance

    **Thesis.io Spaces:**

    * **User-first design** with simple API integration
    * **Pre-built DeFi tools** and data access out-of-the-box
    * **Multi-agent ecosystem** powered by our APIs
    * **Builder freedom** - focus on your application, not AI infrastructure

    We envision a thriving multi-agent ecosystem where builders leverage our APIs to create innovative DeFi applications without reinventing the wheel.
  </Accordion>
</AccordionGroup>