Cursor Hackathon · 2026

Maintenance management for mass-spec fleets.

MassFlow replaces the macro-driven Excel workbook your lab inherited with a realtime web app — fleet status, PM cadence, and AI-assisted logging in one place.

Open the dashboard Browse instruments

Instruments: 28
Models: 3
Historical events: 225+
Convex backend: Realtime

What it does

Built for a working lab, not a slide deck.

Fleet

Every instrument, one pane

Twenty-eight LCMS systems across three models — status, current assay, last PM, and next PM due, live.

AI logging

Plain English, structured records

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

Operations

Uptime, MTBF, downtime trends

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

Try it

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

Seeded with 225+ historical maintenance events across 28 instruments. Convex pushes updates to every connected client — no reload.

Open dashboard Log maintenance