MassFlow
Plate ICMMS scaffold

Maintenance, distilled for mass-spec fleets.

Operational CMMS scaffolding for LC-MS fleets — fleet status, PM cadence, and AI-assisted maintenance logging backed by Convex.

Open the dashboardBrowse instrumentsLive fleet view
01FlFleet
wide visibility
02Md3
LCMS platforms
03HxFull
maintenance history
04CvRt
Realtime backend
Fig. αDistillation Apparatus
①Reaction flask
②Thermometer
③Liebig condenser
④Receiver
Configuration · LCMS Service Pre-PMRev. 0.1
Plate II — IVThe apparatus

Built for a working lab, not a slide deck.

Three instruments shape the workflow — fleet visibility, AI-assisted logging, and operational analytics. Each is wired to the same realtime substrate so what you log here surfaces everywhere.

Composed of three primary modules
II

Fleet·n → fleet

Every instrument, one pane.

Your full LCMS fleet across every supported model — status, current assay, last PM, and next PM due. Live-updating, no reload.

III

AI Assist·NL → JSON

Plain English, structured records.

Describe maintenance the way you'd tell a colleague. Claude Haiku 4.5 fills the form — confirm and save.

IV

Operations·Σ(events)

Uptime, MTBF, downtime trends.

Per-instrument history and fleet-wide KPIs computed from the same events you log — no separate reporting layer.

Plate VThe method
Fig. βSample Rack
n = 4 specimensVolume · 5 mL each

See the fleet, log a maintenance, watch it update live.

Production deploys ship with empty tables: add instruments in your Convex dashboard (or wire your own loaders), log work, and watch clients subscribe in realtime — no reload.

  1. 1Add instruments and personnel rows in Convex to match your fleet.
  2. 2Open the dashboard — status, KPIs, and PM windows fill in from live data.
  3. 3Log maintenance in plain English — AI-assisted parsing fills structured fields.
Open dashboardLog maintenance