How it works

A simple architecture built for long-running workflows.

Manufacturability-first: wall thickness, overhang, and fit checks before printing.
Marketplace + DTC ready: publish to Amazon/eBay and sync orders into the print queue.
Order packet exports: model, print settings, approvals, and tracking timeline.

Trust rule: AI drafts; humans decide for sensitive outcomes.

Core architecture

Connectors

Secure integrations to email, ticketing, CRM, storage, and core systems.

Orchestrator

Runs long workflows (days or weeks), retries, SLAs, and exception handling.

Policy Engine

Hard rules for what the agent can do, plus approval gates.

Agent Layer

Extraction, summarization, drafting, and classification inside guardrails.

Audit Trail

Immutable timeline of actions: who, what, when, why, plus evidence links.

Prompt intake + reference images (optional).
Model draft + manufacturability checks (wall thickness, overhangs, fit).
Publish listing (optional) to Amazon/eBay; sync orders into the print queue.
Quote + lead time computed and approval gated (discounts/rushes require approval).
Human review for IP, safety, and restricted items.
Print job scheduled + status updates logged.
Shipping label + tracking number + marketplace/customer updates.