From Chat Output to Executable Workflows
Many AI products stop at the conversation layer: users ask, the model answers, and the hard work of turning that answer into a reliable workflow remains manual. Redbit is built one layer above foundation models. Its goal is to convert model intelligence into inspectable, repeatable product workflows for creative production and growth operations. The central product bet is simple: the winning layer is not only the model, but the system that can connect models to tools, assets, business context, local execution, and human approval.Core Commercial Moats
Harness Engineering
Bounded agent execution
Redbit wraps model calls with preflight routing, intent framing, guarded tool execution, result normalization, drift checks, and recalibration. This reduces blind ReAct-style trial and error and gives teams a clearer audit surface for agent behavior.
Rust Local Core
Local capability bridge
local-core extends the browser with Axum HTTP/SSE/WebSocket endpoints for SQLite-backed CMO data, media processing, storage, automation, MCP gateway, browser extension coordination, and plugins.Card Workspace
Multimodal creation surface
Redbit organizes generation, references, prompts, previews, and assets as cards. Generated and uploaded assets can flow into Asset Dock and downstream workflows instead of disappearing into one-off chat history.
Model Context Protocol Ecosystem
Redbit is designed to integrate external tools without hard-coding every provider into the UI.Connect external capabilities
MCP mounts allow compatible HTTP, SSE, or stdio servers to expose tools and resources to the agent runtime through a gateway layer.
Market Direction
As model APIs become more capable and interchangeable, more value moves to workflow ownership: context, UI ergonomics, tool execution, local integration, approval policy, and asset reuse. Phase One: focus on AI CMO and growth workflows where creative generation, social research, asset reuse, and automation are naturally connected. Phase Two: deepen local and private deployment scenarios where teams need stronger control over data locality, integrations, auditability, and operator approval.Redbit is not trying to be another chat box. It is a workflow layer for turning model output into controlled business action.