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Frequently Asked Questions

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