We Sent the Same JSON Schema to 5 LLM Providers. Here's What Broke.
ModelRiver Blog
Product updates, engineering insights, and AI industry perspectives from the ModelRiver team.
How Startups Can Switch AI Models Without Rewriting Their Product
Why Most AI Apps Need an AI Gateway Sooner Than They Think
Why Elixir + Phoenix Are Ideal for Building Scalable, Fault-Tolerant AI Gateways
The Hidden Architecture Behind Reliable AI Agents
AI Agents Are Easy to Demo. Debugging Them in Production Is the Hard Part
Top LLM Frameworks in 2026 (Compared + Use Cases)
Your AI Feature Works in Dev. Here's How to Make It Reliable in Production
Test AI workflows without burning tokens
How to build production-ready AI systems with event-driven architecture
Founders' note: Why we built ModelRiver