Rockwell Automation reported this week that food and beverage manufacturers effectively use only about 45% of the data they collect, even as nearly 90% already use artificial intelligence and machine learning or plan to do so, according to findings from its 2026 State of Smart Manufacturing Report. The gap is not the pilot. It is what comes after: getting a system working across a real plant, on real shifts, with real staff.
Winning a contract feels like the finish line. In field work, it is the starting line. An award says what will be supplied. Deployment decides whether it works: equipment delivered and installed, networks configured, software set up, devices connected to the systems already in place, everything tested together, and people shown how it works before they are expected to rely on it.
Most deployment trouble is unglamorous. A network port nobody provisioned. A device that does not talk to the software already running on site. A delivery that arrives when no one is there to receive it. Training scheduled after go-live instead of before it. None of these appear in a proposal. All of them appear on install day, and each one is someone's problem to solve while production is waiting.
That is why deployment needs one accountable owner. When the company that installs the system also configures it, tests it, trains the staff and supports it after go-live, there is no circle of vendors pointing at each other when something breaks. The gap between suppliers is usually where the problem lives, and somebody has to own the gap.
A contract is a promise on paper. Deployment is where that promise has to work on Monday morning.
So before signing the next project, ask four questions: who delivers and installs it, who connects it to your existing systems, who trains your staff, and who answers when it breaks after go-live. If the answers point to four different companies, the project has not been planned yet. It has only been sold.