Unified AI Agent Control Panel

A meta-platform that lets developers manage multiple AI agents (Claude, GPT, custom) from one interface with shared policies, sandboxing, and real-time collaboration features. Eliminates vendor lock-in and simplifies multi-agent workflows.

Multi-agent orchestration is a genuine pain point right now as teams move from single-model prototypes to production systems running Claude, GPT-4o, and custom fine-tunes side by side — the tooling hasn't kept pace with the deployment reality. LangChain and LangGraph are the closest substitutes, but they're frameworks, not control planes, and they don't address policy enforcement or cross-agent observability at runtime. The $5k–$25k/mo band is plausible if you can land 10–50 developer teams on a seat-based or usage-tiered model, though it assumes those teams have both the budget and the organizational maturity to standardize on a control layer — a real assumption for early-stage shops. The most likely failure mode is that the major AI providers (Anthropic, OpenAI) ship their own agent management tooling and absorb this use case before any independent product reaches sufficient distribution.