Products Benefits Who it's for Changelog
Phase 1 · Stages 1–4
PRD & Plans
Assignments

Assembly Line

From ideas to audited outcomes.

Assembly Line is a staged workflow for turning intent into shipped work. It structures PRDs, specs, checklists, assignments, and audits — all with stable IDs and repo links.

The Pipeline

Workflow Stages

Every idea passes through a strict, human-in-the-loop progression. Traceable at every step.

Human-in-the-loop Required
1

Idea → draft PRD

Capture raw intent and convert it into a structured product requirements document.

2

PRD → detailed spec

Expand the approved PRD into deep technical and design specifications.

3

Spec → checklist

Break the specification down into actionable, binary checklist items.

4

Checklist → assignments

Route checklist items to specific teams and individuals for execution.

5

Execution logging

Automatically link progress back to code repositories, branches, and PRs.

6

Audit & impact analysis

Compare what was intended vs. what shipped, and measure the real-world impact.

Platform Capabilities

Artifacts

Everything has an ID

Workflows, artifacts, and tasks all have stable identifiers so you can trace from idea to release notes seamlessly.

Execution

Repos & MCP

Link tasks to branches, commits, and PRs. Let MCP‑enabled tools fetch tasks, attach context, and update status directly.

Audit

Intent vs reality

Compare PRDs and specs against what shipped and use Analytics Engine to measure impact where data is wired in.

Who it serves

Product

Turn messy threads into structured, versioned PRDs and actionable plans.

Engineering

Work from clear checklists and tasks that stay permanently linked to code.

Leaders

See how intent, execution, and outcomes connect across all missions.

Start building your pipeline.

Deploy Assembly Line and bring structure to your AI workflows.