See Manufacturing AI in action
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The real cost of reactive manufacturing
Most manufacturers know they have a maintenance problem. Few have visibility into exactly where value is being lost, or how close a failure event really is.
~$260K
per hour of downtime in automotive
Unplanned downtime is bleeding margin
Equipment fails without warning. Reactive maintenance means rushed decisions, premium spare parts, and production windows gone forever, with no data trail to prevent it repeating.
72hrs
typical warning window, if caught at all
You can't see failures before they happen
Maintenance logs and gut feel aren't enough. By the time a fault registers in your data, the damage is already done. You need predictive signals, not reactive reports.
3-7%
average scrap rate, industry-wide
Quality escapes caught too late
Defects found at end-of-line mean scrapped batches, rework costs, and customer complaints. Catching the signal at the source, not the outcome, is the difference between proactive and reactive quality.
18hrs/wk
engineers spend on manual compliance work
Compliance audit burden is unsustainable
ISO, OSHA, CE: critical, but labor-intensive when done manually. Your best engineers are maintaining spreadsheets instead of improving processes. AI automates the evidence trail.
Start where you are. Move up when it pays.
From installing your first AI workspace to running a fully AI-native manufacturing operation, we build at the level that makes sense for your business right now, and grow alongside you.
Zero assumptions
We start by mapping your operation: your data sources, your constraints, your team. The AI we build reflects your reality, not an industry template.
Every system, every integration
SAP, Oracle, SCADA, custom ERPs, spreadsheets, PDFs, legacy databases. We connect to whatever you have and build intelligence on top of it.
You own it completely
No SaaS subscription. No usage fees. The AI lives inside your infrastructure, on your terms, with full IP ownership from day one.
Examples from the floor:
Got a problem we haven't solved before?
Good. That's exactly the kind of work we take on.
From your data to live AI in weeks
We start with a focused 2-4 week pilot on your highest-impact use case. If it doesn't deliver measurable ROI, we tell you, before you scale.
Connect your data
We integrate with your ERP, SCADA, historian, and MES, typically in 3-5 days. No rip-and-replace, no months of IT projects.
AI maps your patterns
We train models on your specific machines, your failure modes, and your production cadence. Not generic industry data.
Predict, prevent, perform
Failure alerts fire before damage occurs. Work orders are generated automatically. Maintenance schedules around production, not the other way around.
You own it completely
Live KPI dashboards track uptime, cost savings, and ROI. You own the system outright. No SaaS subscription, no dependency on us after deployment.
Numbers from the floor, not the deck
42-48%
ROI within 6 months
Raypack
98.7%
Equipment uptime achieved
Manufacturing clients avg.
31%
Reduction in unplanned downtime
Automotive client
2-4wks
From pilot scoping to live AI
All engagements
What could AI save your operation?
Answer six questions about your manufacturing environment and get an instant projection of the value AI could deliver.
Estimate your AI ROI in 60 seconds
Answer 6 quick questions about your manufacturing operation and we'll project the annual value AI could deliver for you.
Is your data ready for AI?
A quick 5-question assessment to gauge your data maturity, and show you exactly where you stand before a pilot begins.
How ready is your data for AI?
5 quick questions to assess your data maturity and see how quickly AI could deliver results in your operation.
Real results. Real fast.
Measurable KPI improvements across every engagement.
Raypack
Manufacturing & Packaging
48%
ROI at 6 months
Raypack's lines suffered from unpredictable demand and high material waste. Our predictive scheduling and quality-control AI cut material waste by 40% and rework by 28%, delivering a 42-48% ROI within six months.
-40%
material waste
-28%
rework
6 wks
pilot to live AI
Roamer.dk
Retail & Field Services
25%
Overtime reduced
We built a purpose-built inventory management and fulfillment AI for Roamer.dk, automating stock replenishment and order routing. Staff overtime dropped by 25% and customer satisfaction rose by 30%, all within eight weeks.
-25%
overtime
+30%
satisfaction
8 wks
to full deploy
Rubiconware
Software Development
30%
Project delays cut
Rubiconware's teams were losing 20+ hours per week to manual scheduling and status updates. Our AI scheduling layer auto-allocates resources, flags conflicts, and syncs across PM tools. Delays fell 30%, focus time up 40%.
-30%
project delays
+40%
focus time
-20hrs
admin per week
Backyard Bliss
Retail & E-Commerce
50%
Faster response time
This fast-growing outdoor retail brand was hemorrhaging revenue to stockouts and slow customer support. We automated CX responses and connected live sales data to inventory reordering. CSAT rose 30%, ROI hit 35-40%.
-50%
response time
+30%
CSAT
3 wks
to first results