Ionio

We build, train & deploy custom LLMs and generative AI systems into production — at scale.

Since 2021, we've shipped AI products for everyone from publicly traded companies to bootstrapped startups — tens of thousands of users and millions of daily interactions. Our work spans custom LLM fine-tuning, AI agents, RAG pipelines, multimodal systems, and end-to-end AI product development across legal, real estate, ecommerce, fintech, and manufacturing.

🔗 ionio.ai · 📖 Research Hub · 💻 GitHub · ✉️ contact@ionio.io

🔬 Ionio Research

This org is home to the open work from Ionio-Research, our dedicated research arm. Our mission: bridge the gap between academic research and production-ready AI — through reproducible experiments, open-source prototypes, and clear technical writing.

Areas we explore:

• 🧠 LLMs in production — fine-tuning, model merging (SLERP, TIES, DARE, MoE), guardrails, inference-speed benchmarking, and API cost optimization
• 🤖 AI Agents & LAMs — autonomous agents for email, code review, and workflow automation built with LangChain and LangGraph
• 👗 Multimodal systems — Virtual Try-On (VTON), voice-activated avatars, and video-chat interfaces for LLMs
• 📊 Embeddings & retrieval — fine-tuning embedding models, contextual search, and RAG pipelines
• 🗣️ Speech — ASR model benchmarking

Everything we publish is designed to be clear, accessible, and easy to build on — whether you're a student, a startup, or an enterprise AI team.

🤝 Work with us

We partner with companies to audit AI opportunities, upskill teams, and build custom solutions end-to-end. Open to research collaborations too.

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