online presentationPOWER SOLUTION
Executive presentation

12 use cases for food and beverage manufacturing by maturity level

To understand how efficiency, cost and operational continuity challenges evolve in a food and beverage plant.

eficienciacost reductionoperational continuityIBM Maximo
Automated dairy production plant
Contents

Index

12 scenarios to help identify where a food and beverage plant may be losing efficiency, money and control, and which actions can make a difference by maturity level.

  • 01
    Case 1. critical equipment without clear traceabilityLevel 1 · reactive operation
  • 02
    Case 2. repetitive stops that are always fixed, then returnLevel 1 · reactive operation
  • 03
    Case 3. emergency spare-parts purchases due to lack of visibilityLevel 1 · reactive operation
  • 04
    Case 4. preventive work that is not reducing failuresLevel 2 · basic control
  • 05
    Case 5. maintenance information isolated from productionLevel 2 · basic control
  • 06
    Case 6. technicians with digital work orders but not enough contextLevel 2 · basic control
  • 07
    Case 7. assets with enough history but no risk-based priorityLevel 3 · advanced preventive management
  • 08
    Case 8. too much maintenance on some assets and too little on othersLevel 3 · advanced preventive management
  • 09
    Case 9. difficulty deciding whether to repair, maintain or replaceLevel 3 · advanced preventive management
  • 10
    Case 10. data available but not turned into actionable decisionsLevel 4 · predictive and intelligent management
  • 11
    Case 11. isolated digital initiatives without a shared plant viewLevel 4 · predictive and intelligent management
  • 12
    Case 12. scale predictive maintenance without losing business focusLevel 4 · predictive and intelligent management

Levels

  • level 1 · reactive operation
  • level 2 · basic control
  • level 3 · advanced preventive management
  • level 4 · predictive and intelligent management
Level 1

Reactive operation

The plant works by reacting to incidents. The priority at this stage is to recover control, traceability and a minimum base of reliable information to reduce emergencies, unplanned purchases and lost productive time.

Level 1
Level 1 · reactive operation

Case 1. critical equipment without clear traceability

When important equipment fails, the maintenance team resolves the emergency, but there is no complete traceability of what happened, how long the stop lasted, which spare part was used and whether the same failure had already appeared before.

Case 1

What is happening

Equipment information is split among paper, spreadsheets, messages and the memory of the technical staff. Each intervention solves the immediate problem, but leaves little useful learning for the next incident. The plant does not have a consolidated asset history to see recurrences, repeated causes and equipment behavior over time.

Operational impact

Failures that had already occurred are repeated because there is no single point of consultation. Management and plant leaders have little visibility of where cost and risk are really concentrating. Equipment priority becomes reactive and subjective, which makes it harder to focus resources where they add most value for operational continuity.

Opportunity

Create a common base with assets, work orders, technical history and associated spare parts. Establish minimum traceability of each intervention so knowledge does not depend only on specific people. Use that base to distinguish isolated incidents from problems that already show a repetitive pattern and need a more structural action.

Level 1 · reactive operation

Case 2. repetitive stops that are always fixed, then return

A line presents small incidents several times a month. They never look serious on their own, but accumulated they create lost time, production adjustments, pressure on the technical team and less confidence in process stability.

Case 2

What is happening

Incidents are treated as isolated events and not as part of the same repeating problem. The plant corrects visible symptoms, but does not have consolidated information to see the underlying cause. Because each stop looks small, the problem becomes normal and stops receiving the attention it really needs.

Operational impact

Unproductive time grows little by little and ends up affecting the real availability of the line. Production and maintenance get used to living with micro-stops that erode efficiency without always appearing as a major breakdown. The real cost stays hidden because it is fragmented across many small incidents, adjustments, waste and accumulated delays.

Opportunity

Record incidents better and link them to the asset to identify recurrence, frequency and accumulated impact. Turn scattered information into a clear reading that helps you decide whether it is a technical, operational or planning problem. Prioritize corrective actions on repetitive causes before they become a higher-impact stop.

Level 1 · reactive operation

Case 3. emergency spare-parts purchases due to lack of visibility

A critical asset fails and the required spare part is not available. Purchasing has to act in urgency, the plant waits, pressure rises and the final replacement cost ends up far above what was planned.

Case 3

What is happening

Maintenance and purchasing do not work from a shared reading of which spare parts are really critical for operational continuity. There is not enough traceability of historical consumption, nor a clear relationship between asset criticality and inventory need. Supply decisions are taken more by urgency or experience than by consolidated information.

Operational impact

Emergency purchases increase, with higher unit cost and more pressure on suppliers and the internal team. Stops last longer because replenishment time becomes a critical part of the problem. The plant loses planning capacity and releases cash inefficiently because it does not clearly know which parts it must protect first.

Opportunity

Link critical assets, spare parts and work orders to create visibility of real demand and criticality. Clearly distinguish convenient inventory from inventory that is essential to sustain the operation. Reduce purchasing emergencies through a more preventive logic connected to the historical behavior of the equipment.

Level 2

Basic control

The plant already has some order, but gaps remain among maintenance, production, spare parts and decision-making. The goal is to move from recording activities to managing with judgment.

Level 2
Level 2 · basic control

Case 4. preventive work that is not reducing failures

The plant executes preventive maintenance with discipline, but important stops still occur on certain equipment. The question is obvious: if the maintenance is being done, why does the problem keep appearing?

Case 4

What is happening

Preventive plans are executed, but they are not always adjusted to the real risk of the asset or to its operating behavior. Some equipment receives attention by routine or calendar, while other more critical assets are not prioritized with the same precision. The plant has maintenance activity, but not necessarily a strategy aligned with the real impact of each asset on production.

Operational impact

Technical hours, spare parts and intervention windows are invested without the expected reduction in failures. The organization can develop a false sense of security because the plan is completed, even though operational risk remains. Production stays exposed to relevant stops and maintenance must also answer for a perception of poor results.

Opportunity

Review preventive plans not only by frequency, but by criticality, history, operating environment and consequences of failure. Use information on repeated failures to update routines, frequencies and priorities with more realistic criteria. Turn preventive work into a risk-control tool and not only an agenda of tasks to complete.

Level 2 · basic control

Case 5. maintenance information isolated from production

The maintenance team records work orders and activities, but production works with another logic, other times and other information. When an incident appears, both areas react, but not necessarily with a shared view of priority, impact and cause.

Case 5

What is happening

Maintenance interprets the incident from the technical side, while production lives it from the effect on the line and delivery commitments. The information exists, but it does not circulate clearly or at the right time among those who decide in the plant. Each area builds its own version of the problem, and that reduces coordination when fast action is most needed.

Operational impact

Priority conflicts appear over when to intervene, how long to stop and what risk to accept in order to keep producing. Planning maintenance windows becomes harder because there is no shared reading of criticality and opportunity. Decisions arrive late or are taken with partial information, which increases internal friction and operational variability.

Opportunity

Build a shared view of critical assets, availability, failure history and production impact. Connect the conversation between maintenance and production so both work on the same reality and not on different perceptions. Use operational information to plan interventions better, prioritize resources and reduce reactive discussions.

Level 2 · basic control

Case 6. technicians with digital work orders but not enough context

The plant already delivers work orders in digital format. The technician, however, still needs to call, look for manuals elsewhere or depend on a colleague’s experience to complete the intervention with confidence.

Case 6

What is happening

The digital work order exists, but it does not always include equipment history, instructions, associated spare parts or relevant background. Mobility solves the format, but it still does not solve the quality and depth of information available in the field. The technician continues to spend time reconstructing context before being able to intervene with judgment.

Operational impact

Intervention times get longer because part of the effort goes into searching for data and validating basic decisions. The probability of error, rework or poor technical closures that add no useful learning increases. The operation still depends on more experienced people and it becomes hard to standardize a good level of execution.

Opportunity

Enrich field work with history, instructions, photos, spare parts and technical documentation accessible from the same flow. Reduce dependence on individual memory so the quality of the intervention does not change so much depending on who attends the case. Make digitization simplify technical work and not stop at replacing paper with a screen.

Level 3

Advanced preventive management

The organization already has history and more structured processes. The challenge is to turn that base into better decisions: risk-based priority, resource optimization and economic control of the asset.

Level 3
Level 3 · advanced preventive management

Case 7. assets with enough history but no risk-based priority

The plant already has maintenance information, downtime, spare parts and failures. The problem is that not all of that data is being turned into clear priorities. A lot is known, but it is not always clear where to act first.

Case 7

What is happening

There is a reasonable volume of information, but an executive reading that turns that history into visible priorities is missing. Assets keep competing for attention because the organization does not have a clear enough criterion to rank risk. Data exists, but there is still no simple way to turn it into operational focus.

Operational impact

Technical resources are spread without enough direction and part of the effort is diluted in lower-impact actions. Decisions tend to be defensive: intervention happens where immediate pressure is highest, not necessarily where risk is greatest. It becomes harder to justify investments or strategy changes when priority is not backed by a transparent logic.

Opportunity

Translate technical history into a clear view of criticality, asset health and operational risk. Create visible priority criteria so maintenance, operations and management understand why to act first on certain equipment. Use that priority to focus hours, budget and follow-up on the assets that most condition production continuity.

Level 3 · advanced preventive management

Case 8. too much maintenance on some assets and too little on others

The plant already does a lot of maintenance, but not always where it generates most value. Some equipment receives routine attention even when it does not need it, while other more stressed assets accumulate wear signals without the same priority.

Case 8

What is happening

Plans remain too tied to the calendar and do not always reflect real differences in use, demand or equipment condition. Not every asset ages at the same pace, but the strategy still treats several of them as if they behaved the same. The organization has discipline, but not yet enough flexibility to adapt the intervention to the operating context.

Operational impact

Extra cost is generated by unnecessary tasks, spare parts used too early and technical hours that could be focused better. At the same time, some sensitive assets receive less attention than they require, raising the risk of unexpected failure. Maintenance efficiency suffers because part of the effort is not aligned with the real value it produces in the plant.

Opportunity

Start moving the logic from fixed maintenance toward decisions based on condition, use and criticality. Adjust frequencies and interventions with the support of history to avoid both excess and lack of attention. Direct technical effort better toward equipment whose degradation can quickly turn into operational losses.

Level 3 · advanced preventive management

Case 9. difficulty deciding whether to repair, maintain or replace

A critical asset accumulates failures, spare parts, technical hours and downtime. The question is no longer only how to maintain it, but whether it still makes sense to keep repairing it or whether it should be modernized or replaced.

Case 9

What is happening

The total cost of the asset is not fully visible and economic information does not always converse with the technical history. Maintenance knows the real wear of the equipment, but management needs solid arguments to take investment decisions. The plant has deterioration signals, but not yet a joint reading of condition, risk and accumulated cost.

Operational impact

Decisions are delayed because there is no shared base to support whether it is better to keep repairing or change strategy. The life of assets that are already affecting availability, efficiency and resource consumption is extended. Investment can be prioritized poorly: too much is spent sustaining exhausted equipment, or replacement happens without a robust justification.

Opportunity

Link technical history, accumulated cost, criticality and production impact to decide with better judgment. Build a more objective conversation among maintenance, operations and management about the future of the asset. Define repair, maintain or replace decisions with a logic that combines technical evidence and economic rationality.

Level 4

Predictive and intelligent management

The plant already has greater maturity. The next step is to turn data into actionable decisions, scale digitization with business focus and anticipate events before they create losses.

Level 4
Level 4 · predictive and intelligent management

Case 10. data available but not turned into actionable decisions

The plant already receives operational data, alerts or condition information on some equipment. A large part of that information, however, stays on dashboards or one-off reviews and does not always trigger a clear action.

Case 10

What is happening

The data exists, but it does not have a consistent operational translation that says what to do, when to do it and with what priority. Alerts or trends can be seen, but they are not always connected to a concrete response inside the maintenance flow. The analysis has potential value, but part of that value stays trapped in observation and does not reach execution.

Operational impact

The plant can feel digital progress without a sufficiently visible impact on operational continuity or cost. Information saturation makes it harder to distinguish which signals need immediate action and which should keep being observed. Opportunities to anticipate failures, prepare spare parts or intervene in time before the problem scales are lost.

Opportunity

Define clear rules so data leads to concrete decisions: inspect, intervene, adjust the plan or review inventory. Connect alerts and analysis with work orders and operational priorities to close the cycle between detecting and acting. Measure the impact of those decisions to ensure analytics turns into results and not only visualization.

Level 4 · predictive and intelligent management

Case 11. isolated digital initiatives without a shared plant view

The plant already has several efforts underway: a dashboard, some monitoring, digital work orders, maintenance systems or process data. But each initiative advances separately and does not always add up inside the same framework.

Case 11

What is happening

There are useful pieces and valuable projects, but not yet a common architecture that connects them. Each area drives its own progress with its own focus, which makes it harder to build a shared view of the operation. The plant generates data and tools, but not always a single source of truth that unites maintenance, production and the business.

Operational impact

Efforts are duplicated, information islands increase and scalability becomes slower and more expensive. Decisions rest on partial views because each area sees one part of the picture, but not the complete set. The total value of digitization is reduced by not using the combined effect of the data and processes already available.

Opportunity

Consolidate a shared view that connects maintenance, production, quality, spare parts, asset condition and business decisions. Align digital initiatives inside a roadmap so each advance adds to the previous one and does not compete with it. Create a more coherent operating and technology base, able to scale without losing clarity or focus.

Level 4 · predictive and intelligent management

Case 12. scale predictive maintenance without losing business focus

The plant is already able to work with more advanced models, but a new risk appears: developing interesting technical initiatives that do not necessarily generate the greatest economic or operational impact.

Case 12

What is happening

There is a desire to advance predictive capabilities, but there is not always a clear priority by criticality, impact or ease of adoption. Some pilots work at a technical level, but they still do not become a scalable practice for the full operation. The conversation can shift toward technology for its own sake and lose sight of the real value it should add to the business.

Operational impact

Projects appear that do not go beyond a pilot or whose continuity is hard to justify internally. Return looks diffuse if use cases are not connected to concrete problems of cost, availability or risk. The organization can lose momentum if it does not see clear, repeatable results that sustain the next maturity stage.

Opportunity

Prioritize advanced use cases by impact on production continuity, potential saving and ease of capturing value. Scale only what proves real usefulness for the plant, maintenance and management. Keep the focus on business results so prediction is a means of improvement and not an isolated end.

Next step

What is the hidden cost of what you still cannot see?

Repeated stops, late decisions, urgent spare parts, scattered information and critical equipment without enough visibility. All of that ends up affecting productivity, cost and response capacity.

The next step does not have to be a large implementation. It can start with a clear review of the real state of your assets, your processes and your loss points.

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