Fleet – Agent Swarm Orchestration UI

A lightweight dashboard and control system for managing multiple AI agents running tasks in parallel. Lets users spawn, monitor, and coordinate independent agent tasks with a centralized interface and human-in-the-loop approval system.

Multi-agent frameworks like LangGraph, CrewAI, and AutoGen are production-ready but deeply lack observability and control tooling — teams running agent swarms in 2024-2025 are largely flying blind with console logs and ad-hoc scripts. LangSmith is the closest incumbent but focuses on tracing and evals rather than live orchestration and human-in-the-loop control, leaving a real gap. The $2k-10k/mo band is plausible for a devtools product selling to small engineering teams, though it requires landing on a per-seat or per-agent-run pricing model that customers actually understand — flat monthly pricing here tends to undercharge power users badly. The biggest risk is timing out against the frameworks themselves: LangGraph, AutoGen, and similar projects are actively building first-party UIs, and a standalone dashboard could be deprecated by an upstream feature release before it finds enough paying customers to sustain.