Manufacturing & Industrial
We help manufacturers harness the operational data scattered across their ERP, MES, and shop floor systems.
OVERVIEW
In a manufacturing business, the shop floor, the ERP, the planning spreadsheets, and the sales pipeline each tell part of the story. Pulling those threads together in time to actually run the business is where most operations get stuck, and where margin tends to leak.
We help manufacturers turn that operational data into something the team can actually use. From shop floor visibility to predictive maintenance, smarter forecasting, and real-time cost analysis, our work puts the data behind the decisions that drive margin and throughput.
Every shift generates a wealth of operational data. Most of it never reaches the people who could act on it in time.
WHAT WE HEAR FROM MANUFACTURING LEADERS
Operational data trapped on the shop floor
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The MES, PLCs, and quality systems generate significant data every shift, but it rarely reaches the people who can act on it before that shift ends.
Production planning lives in spreadsheets
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Master scheduling, capacity planning, and demand-to-build alignment live in personal workbooks, not core business systems.
Quoting and pricing on stale cost data
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Sales quotes new business using standard cost rolls everyone knows are months out of date, leaving margin on the table at every order.
Capacity and demand mismatched
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Overbuilt on some lines, underbuilt on others, with capital and labor allocated against assumptions that don't reflect today's demand.
COMMON SOLUTIONS
What we typically build for manufacturing clients.
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Shop Floor & Operations Visibility
Most manufacturing operations report production performance after the fact, with summaries and reviews arriving long after the window to act on them has closed. We replace that with a real-time operating view of the shop floor, bringing data from MES, PLCs, quality systems, and the ERP into a single picture that updates as the line runs. Operators, planners, and leadership see the same numbers in the moment, with the context to do something about them.
✓OEE, throughput, downtime, and scrap by line, machine, and shift
✓Real-time quality and yield tracking
✓Production performance against schedule and plan
✓Drill-down from plant summary to individual machine or work order
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True Cost-to-Make & Smarter Quoting
Most manufacturers quote new business off standard cost rolls that everyone knows are months out of date. The result is margin left on the table at every order, even before the work begins. We build cost-to-make models that pull current material, labor, and overhead data into real-time SKU-level costing, then pair it with a quoting tool that uses those numbers to price new work in seconds. Sales gets faster, more accurate quotes. Finance gets confidence the margin on each order is real.
✓Real-time SKU-level cost-to-make built on actual data
✓Quoting tool that prices new work on current numbers
✓Margin guardrails by customer, product line, or channel
✓Quote-to-actual margin tracking across the order lifecycle
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Demand, Production & Capacity Planning
Production planning in most mid-market manufacturers lives in spreadsheets, with master schedules built by hand, capacity allocated on gut feel, and demand forecasts that haven't been updated since the last quarterly review. We replace that with forecasting and planning models built on your real demand history, production data, and supply chain realities. The team gets a planning process that adapts as conditions change, and a clearer line of sight from demand to build to shipment.
✓SKU and product-line demand forecasting
✓Production planning and capacity allocation modeling
✓Scenario planning for demand swings, supply disruptions, or new products
✓Continuous model improvement as the business evolves
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Predictive Maintenance & Quality
Production planning in most mid-market manufacturers lives in spreadsheets, with master schedules built by hand, capacity allocated on gut feel, and demand forecasts that haven't been updated since the last quarterly review. We replace that with forecasting and planning models built on your real demand history, production data, and supply chain realities. The team gets a planning process that adapts as conditions change, and a clearer line of sight from demand to build to shipment.
✓SKU and product-line demand forecasting
✓Production planning and capacity allocation modeling
✓Scenario planning for demand swings, supply disruptions, or new products
✓Continuous model improvement as the business evolves
CASE STUDY
How Norwood built the data foundation for a global manufacturing and sales operation.
HIGHLIGHTS
100+
Countries with Norwood equipment operating.
15+
Data sources ingested into one foundation.
ML-powered
Customer behavior and lead scoring.
Internal team
Scaled with Data SEA enablement support.
TESTIMONIAL
“The Data SEA team was instrumental in helping Norwood transition to a powerful cloud-based data lake that helped break down data silos and provided a powerful platform for analysis. The Data SEA team made sure that the Norwood team was set up to successfully utilize these powerful new analytics platforms independently to answer our own business questions.”
Steve Elliot | Director of Business Systems, Norwood Sawmills
Q&A
Things we hear from retail and consumer leaders.
The questions every CEO, CFO, and operations leader asks us in their first meeting.
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Speed matters in retail, and we design every engagement to deliver value early. Most of our clients see their first solution in their hands within four to eight weeks, with additional solutions following close behind. We'd rather show value frequently than disappear for six months before the team sees anything.
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No. Your POS, e-commerce, merchandising, and other operational systems stay in place. We build a centralized data platform that pulls data from each of those sources into one place, so the team keeps working in the tools they already know while leadership and operations get a unified view across the business. We only flag a system change when there's a clear business case, and even then it's a separate conversation from the analytics work.
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Off-the-shelf tools come with built-in assumptions about how a business should run, and those assumptions rarely match the reality of any one operation. Retail and consumer businesses run on unique store formats, product mixes, customer segments, and channel strategies that generic software struggles to accommodate without significant workarounds. We build solutions that fit how your business actually works, using your real data, your real rules, and the language your team already uses.
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You do. The data, the code, and everything we build sit inside your own environment and remain yours throughout the engagement. That's a deliberate contrast to black-box solutions that take your data off-site and return answers with no insight into how they got there. Every model, pipeline, and dashboard we build is transparent and fully documented, and if we ever part ways, everything stays with you with no lock-in.
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The solutions we build are designed to run with limited ongoing support. If you want to iterate on them, improve them, or build new solutions over time, we offer two paths forward: we can help you build the internal capability to do that work yourselves, or we can partner with you on an ongoing basis as a fractional extension of your team.
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Franchise systems are some of the most common multi-operator complexity we work with. We design every engagement to bring data from each franchisee or operating partner into a unified view, while still respecting the operational realities and reporting needs of each one. Head office gets system-wide visibility, individual operators get the tools and reporting they need to run their own business, and the foundation is built to scale as the system grows.
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Most retail and consumer businesses live and die on how well they manage seasonality, promotions, and external events, and we design our solutions accordingly. Forecasting models, dashboards, and inventory tools are all built to factor in promotional calendars, weather patterns, holiday cycles, and other external signals that drive variability in the business. The result is a clearer read on what's normal, what's promotional, and what's coming next.
Curious what your sales and customer data could do for your business?
Set up a 30-minute conversation with one of our partners to talk through your business, where your data sits today, and where it could be working harder for you.