So this section is organized the way the problems actually arrive. One page per outcome. One page per reader. One page per assessment you can scope and fund. Pick the one that sounds like your week and start there.
Most manufacturers we meet have all four, in this order. Connect the systems, then you can see the floor. See the floor, then the cost numbers become true. Make the numbers true, and AI finally has something honest to read.
Outcome 01
Twelve systems, none of them agreeing. Magic XPI is enterprise integration across ERP, CRM, WMS, MES, HR, finance, support and the plant floor — 100+ certified connectors, code-free.
You hear it as: "Which number is right?"
Read the pageOutcome 02
The board number and the floor number never match. Magic FactoryEye overlays the systems you already run so OEE, cycle time and downtime come from what the machines actually did.
You hear it as: "The report lands a shift late."
Read the pageOutcome 03
Standard cost says the job made money. Cost genealogy ties machine events, production and quality data to the ledger, so finance sees true cost in days instead of at close.
You hear it as: "We found out at close."
Read the pageOutcome 04
AI on manufacturing data fails twice: the model invents what it cannot see, and the facts it cites are already stale. Magic MCP gives AI governed, live access to real operations.
You hear it as: "The pilot demoed well and died."
Read the pageA plant manager, a product leader, a VP of manufacturing and a VP of operations can be standing in the same building and be accountable for four completely different numbers. These pages are written one reader at a time.
Plant Manager
Operations Manager · Plant Engineering Lead
The layout, the flow and the capacity ceiling get decided in the next ten weeks — usually without you in the room. Validate the design before the concrete goes down.
Read the Plant Manager pageProduct Leader
GM · Head of Product Line
Your launch window is open now and your margin is set by how the line is designed, not how the product is priced. There is a short period where both are still changeable.
Read the Product Leader pageVP of Manufacturing
VP Manufacturing Systems · Director of Operations
Unplanned downtime and yield loss are eating the capacity you promised, and the systems that could tell you why do not talk to each other. Stabilize the ramp, then scale it.
Read the VP of Manufacturing pageVP of Operations
COO · Head of Manufacturing Strategy
New leadership wants visible progress this year and durable results after. You need a phased plan tied to financial outcomes — and a recommendation nobody is paid to make.
Read the VP of Operations pageAn outcome page tells you what is possible. These give you something to do about it: two scoped assessments, two playbooks you can hand to your team, a diagnostic that writes you a roadmap, and a service with a price on it.
Free AI-powered diagnostic for manufacturing leaders. Get a written roadmap from your plant floor to your P&L in 30 minutes. No sales call required.
30 minutes · works in any AI model · no sales call
Open it AssessmentDevSecOps best practices stop at the IDF. Sharpie passwords, no patch management, no audit trail. The OT-IT Bridge Assessment closes the governance gap with a real BoM and an implementation quote — not another framework deck.
Fixed fee, scoped per plant · ends in a BoM and a quote
Open it AssessmentA focused on-site OT assessment that delivers a complete asset inventory, prioritized recommendations, and a phased modernization roadmap for your plant. Weeks, not quarters.
On-site · asset inventory, priorities and a phased roadmap
Open it PlaybookThe data exists; the processing doesn't. How to get your plant's systems genuinely ready for AI — starting with the data your mechanics already trust, without handing your live line to a black box. Real stories, real numbers.
Layered playbook · real stories, real numbers
Open it CourseA practical ten-module course for manufacturing leaders moving from standard costing — and OEE-only operational visibility — to activity-based costing tied to real production data on the shop floor.
Ten modules · read it straight through or one a week
Open it Productized serviceEvery PO that hits your inbox becomes a ready-to-approve sales order in your ERP: automatically captured, matched against your catalog, staged for one click. $1,000/month flat. Live in weeks.
$1,000/month flat · live in weeks
Open itWhichever page you came in through, the way we work does not change. If any of these six is not true of an engagement, it's not one of ours.
Not sure which page is yours?
Thirty minutes, any AI model you already use, no sales call. You get a written roadmap from your plant floor to your P&L — and it will point you straight at whichever of these pages describes your actual constraint.
Prefer a person? A 30-minute call with us is a working session, not a pitch. We'll tell you which of these is worth your time and which isn't.
You don't have to pick the right page. Describe the thing that's costing you money and we'll point you at the shortest path to fixing it — even if that path isn't one of ours.
