Meibel is an AI agent and document intelligence platform. Documents become structured, scored, traceable data. Agents act on it.
Why you need Meibel
Every team building on LLMs hits the same wall: retrieval that degrades, agents that behave differently between runs, and outputs no one can verify. Your stack is not broken. It's incomplete.
Results change across loads, data updates, and versions. No one knows why, and no one can reproduce the failure.
Execution paths vary between runs. Tool calls fail silently. You only find out when the final answer is wrong.
The model sounds confident whether it's right or wrong. Evals look fine. Production doesn't match.
The Solution
Meibel replaces the brittle stack of DIY RAG, custom preprocessing, MCP gateways, and observability tools. Point it at your data. Build. Ship.
Try Meibel
Upload a real document, the messy kind. Get back structured data. Then build an agent on it and run the same thing at whatever volume you have.