# Tropicalia > Tropicalia is an AI context engineering platform that connects AI agents to the right data. It turns messy, multi-format data into reliable, queryable knowledge — with zero infrastructure management. ## What is Tropicalia? Tropicalia is a context layer for AI agents. It syncs data from any source, extracts entities, and makes that knowledge instantly available to AI via API or MCP server. Trusted by 300+ founders, developers, and builders. Backed by NVIDIA Startups and Perplexity AI. The platform solves a core problem: AI agents reach their full potential only when they understand user context — documents, emails, spreadsheets, meeting transcripts, and user preferences. Without structured context, AI can only produce generic, low-value answers. ## Core Problem Most teams building AI systems construct their own stack from scratch: integrating data sources, building ETL pipelines, cleaning and transforming data, then indexing everything into a vector database. This is expensive and fragile. Developers burn significant time and money fine-tuning chunking, embeddings, metadata, and retrieval — while also implementing security. As the system scales, complexity compounds: rerankers, caching layers, memory logic, guardrails. What begins as a simple retrieval setup becomes a maintenance-heavy architecture that rarely survives production at scale. Tropicalia replaces that fragmented architecture with a unified context layer. Knowledge, interactions, and user memory live in the same graph, allowing agents to continuously refine relevance and build persistent context over time — without the infrastructure tax. ## Key Capabilities - **Context Engineering**: Structure and connect your data so AI agents understand meaning, not just retrieve tokens - **Memory Layer & RAG**: Persistent memory across interactions; agents remember and refine context over time - **99% Parsing Accuracy**: Specialized parsers for every data type — PDFs, spreadsheets, images, videos, databases — with no hallucinations or made-up data - **Zero Infrastructure Management**: No vector database to manage, no embedding pipelines to maintain - **Flexible Sync Triggers**: Manual, scheduled, or API-driven data synchronization - **Incremental Updates**: Smart content hashing for efficient, low-cost syncs - **MCP Server + API Deployment**: Integrate context directly into agents and applications ## Supported Data Sources - API endpoints (REST) - Productivity and collaboration tools (Google Drive, Notion, etc.) - Relational databases - Document stores - Uploaded files (PDF, DOCX, XLSX, images, video, audio) - File systems and storage services ## How It Works 1. **Create a Project** — Set up an isolated context space for each application 2. **Feed with Data** — Link data sources, upload documents, connect external APIs 3. **Test Context** — Evaluate and fine-tune how the model interprets your data; adjust chunking and retrieval until answers are precise and consistent 4. **Consume Context** — Deploy via REST API or MCP server; integrate into any agent or application ## Pricing - **Free Tier**: $0/month — 150k tokens + 50 API/MCP calls. Ideal for prototyping. - **Business Plan**: $15/month — 300 API/MCP requests + 300k tokens included, then pay-as-you-go. - **Enterprise Plan**: From $299/month — Custom projects, at least 50% off, dedicated support. No hidden fees. No infrastructure costs. Pay only for what you use. ## Why Tropicalia vs. Building In-House | Factor | In-House Stack | Tropicalia | |---|---|---| | Setup time | Weeks to months | Minutes | | Infrastructure cost | High (vector DB, pipelines) | None | | Parsing accuracy | Variable | 99% | | Maintenance burden | Ongoing | Zero | | Context quality | Inconsistent | Structured graph | | Memory/persistence | Manual | Built-in | ## Company - **Website**: https://www.tropicalia.dev - **Documentation**: https://docs.tropicalia.dev - **Dashboard**: https://app.tropicalia.dev - **Python SDK**: https://pypi.org/project/tropicalia/ - **TypeScript SDK**: https://www.npmjs.com/package/@tropicalia/sdk - **LinkedIn**: https://www.linkedin.com/company/tropical-ia - **Twitter/X**: https://x.com/Tropicalia_ai - **Discord**: https://discord.gg/vAv2Z8y24M - **YouTube**: https://www.youtube.com/@TropicaliaAI Tropicalia, LLC. Developed in the US, with Brazilian soul.