AM Pilot | Ops

System posture

Health Center

Landing surface for runtime health, incident collection, provisioning availability, and later estimator pipeline alerts.

Platform owner only Render + API visibility

API heartbeat

Checking Waiting for /api/health

Session

Checking Verifying platform-owner access

Runtime config

Pending Waiting for provisioning bootstrap

Log intake

Pending Connect Render logs or Sentry before trusting this as a true incident center

Alert inbox

What belongs here now

Render warning and error ingestion is not wired yet.

Health Center should eventually ingest Render logs, queue failures, webhook retries, native slicer timeouts, and auth anomalies.

API heartbeat is the first live signal.

Until structured incidents exist, treat this page as a runtime posture view rather than a complete incident feed.

Keep this surface operational, not analytical.

Estimator accuracy charts belong in Estimator Lab. Health Center should stay focused on system state and failure visibility.

Service map

Current live checks

Render API Waiting for /api/health

Checking

Operator session Checking platform-owner session

Checking

Provisioning runtime Waiting for runtime-config bootstrap

Pending

Provisioning route /provisioning

Ready

Module scope

Keep the nav lean for now

Health Center for runtime status, incidents, and operational posture
Provisioning for customer workspaces and owner account recovery
Estimator Lab for shadow-slice quality and release validation

Next after this

Jobs & Activity

Once background slicing and alert pipelines exist, add one more internal surface for queue depth, retries, release actions, and operator audit trails.

Customer workspaces

Provisioning

Customer onboarding, workspace maintenance, admin recovery, and domain metadata stay here. This remains an operational surface, not a reporting screen.

Workspace ownership Auth + domain setup

Customers

Review all 3D printing service providers provisioned on the platform.

Customer Slug Contact Fee Created

Add customer

Create a tenant workspace and invite their first administrator.

Provision new tenant

Generate a workspace for a 3D printing service provider.

Workspace details

Tenant slug * Company name

Communication email Brand logo URL

Quote domain Admin domain

Admin email * Admin full name

Platform fee (%)

—

Workspace profile

Update the display name and contact details for this customer.

Company name Communication email Brand logo URL Platform fee (%)

Tenant slug *

Quote domain Admin domain

Created — Updated —

Danger zone

Permanently delete this customer workspace and all associated data.

Deletion removes the tenant configuration, onboarding invitations, and uploaded assets. This action cannot be undone.

Estimator quality

Estimator Lab

Keep this surface focused on shadow slicing, component errors, confidence bands, and release gates. It should explain whether the estimator is trustworthy enough to ship.

Shadow mode first Target fidelity: 90%

Shadow labels

Capture ML vs native slice deltas

Per upload, persist the resolved recipe, ML prediction, native result, slicer version, and estimator version.

Error segmentation

Break time and grams by component

Model time, support time, travel time, part grams, and support grams need separate quality visibility.

Release gates

Promote only when regimes improve

Validate by printer, material, layer height, support usage, and job size before any model promotion.

Before charts

Data model that has to exist

Resolved recipe snapshot shared by ML and native slicing
Per-job labels for print time and grams from both engines
Versioning for estimator, native slicer, and config bundle
Offline retraining flow instead of direct online learning

Boundary

What does not belong here

Generic runtime incidents should stay in Health Center
Tenant onboarding should stay in Provisioning
Release actions should wait until shadow validation data is real

Platform control surface

Health Center

What belongs here now

Current live checks

Keep the nav lean for now

Jobs & Activity

Provisioning

Customers

No customers yet

Add customer

Provision new tenant

My account

Change password

Workspace profile

Admin access

Danger zone

Estimator Lab

Data model that has to exist

What does not belong here

AM Pilot Ops Portal

Health Center

Provisioning

No customers yet

Estimator Lab