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ROADMAP & CHANGELOG

Manufacturing Analytics & Control Hub: Public Roadmap & Changelog

MACH is a manufacturing operations platform — live floor monitoring, production scheduling, and maintenance management for mid-market manufacturers. See what's shipped, what's in development, and what's coming next.

WHAT'S COMING

In build and on deck. In that order.

IN PROGRESS 5

Production Scheduler: Advanced Capabilities

Machine capabilities and capacity constraints. Changeover optimization. Multi-operation routing. Due date visibility with late order highlighting and overload warnings. Standalone entry for operations without live machine data.

Schedule building

MACH Maintain: Asset Management & Work Orders

Asset hierarchy, work order lifecycle, and downtime-to-work-order escalation from the kiosk. When a machine stops, your operator triggers a work order in two taps without leaving the floor.

Maintain alpha

Predictive Maintenance & AI Alerts

Predictive failure alerts based on machine behavior patterns. AI-triaged work orders routed to the right technician. Intelligent downtime alerts that fire before the shift supervisor notices.

Maintain building

Cost-to-Serve: Cost Capture

Automatic cost capture from MACH floor actuals. Maintenance cost allocated from work orders. Labor and machine rates applied against real production data — not estimates.

Platform building

Executive Dashboard

OEE by site, schedule attainment trend, and capacity recovered — pulled from Monitor, Schedule, and Maintain in one view. Built for leadership conversations, not operators.

Monitor beta
PLANNED 8

Scheduler: Intelligence & Automation

Auto-scheduler with ML-predicted durations built from your real job history. Schedule attainment metrics. AI risk scoring that flags jobs likely to slip before they do. Running behind alerts before the shift ends.

Schedule

MACH + Scheduler: Live Integration

Live production progress reflected on the schedule in real time. Operator Today's Queue — each operator sees exactly what's assigned to their machine, in order. API and webhooks for connecting downstream systems.

Schedule

Preventive Maintenance

PM schedules driven by runtime hours, cycle count, or calendar. Auto-generated work orders synced with the production scheduler. Maintenance on a plan, not a crisis response.

Maintain

Spare Parts & Reliability Analytics

Spare parts inventory with low-stock alerts. MTBF, MTTR, and PM compliance metrics by asset. Root cause pattern detection across downtime history. Answers: where is our maintenance spend actually going?

Maintain

Executive Dashboard: AI Intelligence Layer

AI insight cards generated from your own floor data. Ask-a-question chatbot. Weekly AI briefing email. Cross-system combo charts, dashboard templates, and PDF export.

Monitor
NOT ON THE BOARD?

Have an idea we haven't built? Tell us.

The board above is what we're prioritizing. If the thing you need isn't here, we want to know. Short note is fine.

CHANGELOG

Everything we've shipped.

Last updated: April 23, 2026

Custom KPI formulas per machine type

You define OEE and performance metrics as formula expressions. The system computes them in real time. No code changes required to add a new KPI or machine type.

Platform

Floor Display Dashboard

TV-mounted shop floor view. Live machine state, order progress, recent downtime. Auto-cycles when the work cell has more machines than fit on one screen.

Monitor

Production Scheduler v1

Any sequence, any duration, any process. Define the steps your operation actually runs, not the ones the software wants you to run.

Schedule

OEE analytics with reason-code drill-down

Availability, performance, quality. Each factor drills down into the specific downtime and speed-loss reasons driving it.

Monitor

Two-tap downtime classification

Operators classify a stoppage in two taps. Category, then reason. Built for gloved hands and shop-floor conditions.

Monitor

Admin Dashboard: machine type editor

Eight-tab editor for defining machine types, field mappings, production units, KPI formulas, and dashboard layouts. No code required.

Platform

Real-Time Machine Monitoring v1

Live status of every machine. PLC integration. State rules, signal-noise filtering, connection health detection. The foundation everything else builds on.

Monitor
NEXT

The roadmap is public. The floor decides what ships next.

This is what's live, what's in build, and what's queued. If you want to see what MACH does today, start with the features page. If you want to see whether it fits your floor, book a diagnostic.

See what MACH does today Book a diagnostic