Worked examples

What a realistic answer set looks like

A fully answered scenario for every industry and every value opportunity — 45 in total, shown question by question. Every figure below is computed live by the same engine the calculator uses. Open any scenario in the calculator and change the numbers to your own.

Bioenergy and biogas

Bioenergy and biogas — unplanned downtime

Two digesters, gas upgrading and a CHP unit

Foaming events and upgrading trips stop gas production several times a quarter. Operators see the alarm only once flow has already collapsed.

Full annual value potential

€7k – €56k

First-year realizable

€4k – €29k

Three-year scaled

€11k – €129k

Data readiness: 83/100 · Ready nowConfidence: MediumStarting use case: Early-warning anomaly detection on the failure-prone asset

Context

Industry
Bioenergy, biogas & waste-to-energy
Role
Maintenance or reliability
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Weekly
Primary opportunity
Unplanned downtime and reliability
Secondary opportunity
Throughput and process efficiency

Your numbers

Unplanned downtime per year
160 hours (exact)
Contribution lost per hour
1,400 – 2,100 EUR (range)
Restart and scrap costs per year
40,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Bioenergy and biogas — energy and utilities

Digester heating, mixing and gas upgrading

Parasitic load — mixers, pumps, heating and the upgrading skid — consumes a large share of the plant's own output, and nobody sees it per unit of gas produced.

Full annual value potential

€16k – €111k

First-year realizable

€8k – €58k

Three-year scaled

€23k – €256k

Data readiness: 83/100 · Ready nowConfidence: MediumStarting use case: Resource-intensity monitoring and deviation detection

Context

Industry
Bioenergy, biogas & waste-to-energy
Role
Energy or sustainability
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Weekly
Primary opportunity
Energy and resource consumption
Secondary opportunity
Throughput and process efficiency

Your numbers

Annual energy and utilities cost
1,650,000 EUR (exact)
Resource type
Electricity and process heat
Annual CO2e
3,200 tonnes (help me estimate)
Carbon price
70 EUR (exact)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Bioenergy and biogas — quality and yield

Gas upgrading and grid injection

Off-spec gas from methane slip and moisture excursions is flared or recycled instead of injected, and the cause is only found in the weekly report.

Full annual value potential

€5k – €51k

First-year realizable

€3k – €26k

Three-year scaled

€8k – €116k

Data readiness: 83/100 · Ready nowConfidence: MediumStarting use case: Early detection of quality drift and off-spec conditions

Context

Industry
Bioenergy, biogas & waste-to-energy
Role
Quality or laboratory
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Weekly
Primary opportunity
Quality, yield and waste
Secondary opportunity
Throughput and process efficiency

Your numbers

Annual material cost
6,200,000 EUR (exact)
Off-spec or loss rate
2.5 – 4 % (range)
Direct quality costs
130,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Bioenergy and biogas — throughput and capacity

Digester train, feedstock dosing to gas output

Feedstock quality swings between deliveries. Loading is kept conservative to protect biology, so the digesters rarely run near their real capacity.

Full annual value potential

€5k – €65k

First-year realizable

€3k – €34k

Three-year scaled

€8k – €150k

Data readiness: 83/100 · Ready nowConfidence: MediumStarting use case: Gas yield and feedstock-mix optimisation

Context

Industry
Bioenergy, biogas & waste-to-energy
Role
Process engineering
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Continuously
Primary opportunity
Throughput and process efficiency
Secondary opportunity
Energy and resource consumption

Your numbers

Annual good output
9,500,000 units (exact)
Contribution per unit
0.07 – 0.11 EUR (range)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Bioenergy and biogas — manual analysis time

Process and biology engineering team

Engineers rebuild the same feedstock, temperature and gas-yield spreadsheets every week to explain why output moved.

Full annual value potential

Not monetised

First-year realizable

Not monetised

Three-year scaled

Not monetised

Data readiness: 83/100 · Ready nowConfidence: MediumStarting use case: Self-service data access and automated troubleshooting context

Context

Industry
Bioenergy, biogas & waste-to-energy
Role
Process engineering
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Weekly
Primary opportunity
Manual analysis and troubleshooting
Secondary opportunity
Throughput and process efficiency

Your numbers

People doing manual analysis
3 (exact)
Hours per person per week
9 h (help me estimate)
Loaded hourly cost
78 EUR (exact)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Basic and process chemicals

Basic and process chemicals — unplanned downtime

Cracker compressors and pump trains

A machine trip takes the whole train down and the restart costs a full shift. Vibration and temperature data exist, but nobody watches them continuously.

Full annual value potential

€66k – €394k

First-year realizable

€51k – €303k

Three-year scaled

€119k – €1.2M

Data readiness: 89/100 · Ready nowConfidence: MediumStarting use case: Early-warning anomaly detection on the failure-prone asset

Context

Industry
Basic & process chemicals
Role
Maintenance or reliability
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Monthly
Primary opportunity
Unplanned downtime and reliability
Secondary opportunity
Throughput and process efficiency

Your numbers

Unplanned downtime per year
120 hours (exact)
Contribution lost per hour
12,000 – 18,000 EUR (range)
Restart and scrap costs per year
350,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Available in dashboards or reporting tools
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records, Production and throughput KPIs
History available
More than two years
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
A named process owner and operating team can act on insights
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Basic and process chemicals — energy and utilities

Heat integration, steam network and distillation

Steam and fuel gas dominate conversion cost. Column duty is set conservatively for the worst-case feed rather than the feed actually running.

Full annual value potential

€173k – €1.2M

First-year realizable

€133k – €935k

Three-year scaled

€311k – €3.6M

Data readiness: 89/100 · Ready nowConfidence: MediumStarting use case: Resource-intensity monitoring and deviation detection

Context

Industry
Basic & process chemicals
Role
Energy or sustainability
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Continuously
Primary opportunity
Energy and resource consumption
Secondary opportunity
Throughput and process efficiency

Your numbers

Annual energy and utilities cost
18,000,000 EUR (exact)
Resource type
Steam, fuel gas and electricity
Annual CO2e
48,000 tonnes (help me estimate)
Carbon price
70 EUR (exact)

Data and readiness

How plant data is used today
Available in dashboards or reporting tools
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records, Production and throughput KPIs
History available
More than two years
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
A named process owner and operating team can act on insights
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Basic and process chemicals — quality and yield

Purification and product finishing

Purity excursions are caught by lab samples hours later, and the affected volume is downgraded or recycled.

Full annual value potential

€30k – €311k

First-year realizable

€23k – €239k

Three-year scaled

€54k – €933k

Data readiness: 89/100 · Ready nowConfidence: MediumStarting use case: Early detection of quality drift and off-spec conditions

Context

Industry
Basic & process chemicals
Role
Quality or laboratory
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Monthly
Primary opportunity
Quality, yield and waste
Secondary opportunity
Throughput and process efficiency

Your numbers

Annual material cost
64,000,000 EUR (exact)
Off-spec or loss rate
1.2 – 2.2 % (range)
Direct quality costs
900,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Available in dashboards or reporting tools
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records, Production and throughput KPIs
History available
More than two years
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
A named process owner and operating team can act on insights
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Basic and process chemicals — throughput and capacity

One continuous reaction and separation train

The train is run below nameplate to stay away from constraint alarms, so the real bottleneck is never tested.

Full annual value potential

€130k – €1.6M

First-year realizable

€100k – €1.2M

Three-year scaled

€233k – €4.9M

Data readiness: 89/100 · Ready nowConfidence: MediumStarting use case: Rate stability and soft-sensor guided operation

Context

Industry
Basic & process chemicals
Role
Operations or production
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Continuously
Primary opportunity
Throughput and process efficiency
Secondary opportunity
Energy and resource consumption

Your numbers

Annual good output
180,000 units (exact)
Contribution per unit
180 – 240 EUR (range)

Data and readiness

How plant data is used today
Available in dashboards or reporting tools
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records, Production and throughput KPIs
History available
More than two years
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
A named process owner and operating team can act on insights
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Basic and process chemicals — manual analysis time

Central process engineering group

Every deviation review starts with a manual data pull from the historian, the LIMS and the maintenance system before analysis can even begin.

Full annual value potential

€25k – €147k

First-year realizable

€19k – €113k

Three-year scaled

€45k – €440k

Data readiness: 89/100 · Ready nowConfidence: MediumStarting use case: Self-service data access and automated troubleshooting context

Context

Industry
Basic & process chemicals
Role
Process engineering
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Monthly
Primary opportunity
Manual analysis and troubleshooting
Secondary opportunity
Unplanned downtime and reliability

Your numbers

People doing manual analysis
6 (exact)
Hours per person per week
11 h (help me estimate)
Loaded hourly cost
92 EUR (exact)

Data and readiness

How plant data is used today
Available in dashboards or reporting tools
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records, Production and throughput KPIs
History available
More than two years
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
A named process owner and operating team can act on insights
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Specialty and batch chemicals

Specialty and batch chemicals — unplanned downtime

Reactor suite with shared utilities and dryers

Agitator seals, vacuum pumps and dryer faults interrupt campaigns. A stop mid-batch usually means the batch is lost as well as the time.

Full annual value potential

€19k – €133k

First-year realizable

€10k – €69k

Three-year scaled

€28k – €305k

Data readiness: 82/100 · Ready nowConfidence: MediumStarting use case: Early-warning anomaly detection on the failure-prone asset

Context

Industry
Specialty & batch chemicals
Role
Maintenance or reliability
Scope
A process unit
Process type
Batch
Similar units
2 – 5
Outcome frequency
Daily
Primary opportunity
Unplanned downtime and reliability
Secondary opportunity
Quality, yield and waste

Your numbers

Unplanned downtime per year
140 hours (exact)
Contribution lost per hour
3,800 – 5,200 EUR (range)
Restart and scrap costs per year
180,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Available in dashboards or reporting tools
Data available
Historical process and sensor data, Real-time process and sensor data, Product, recipe or batch information, Quality or laboratory results
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Specialty and batch chemicals — energy and utilities

Reaction and distillation train

Steam and electricity are the second largest cost line. Consumption is reported monthly per site, so operators cannot see the effect of their own setpoint choices during a shift.

Full annual value potential

€40k – €284k

First-year realizable

€21k – €147k

Three-year scaled

€50k – €510k

Data readiness: 82/100 · Ready nowConfidence: MediumStarting use case: Resource-intensity monitoring and deviation detection

Context

Industry
Specialty & batch chemicals
Role
Process engineering
Scope
A process unit
Process type
Batch
Similar units
One
Outcome frequency
Continuously
Primary opportunity
Energy and resource consumption
Secondary opportunity
Throughput and process efficiency

Your numbers

Annual energy and utilities cost
4,200,000 EUR (exact)
Resource type
Steam and electricity
Annual CO2e
9,500 tonnes (help me estimate)
Carbon price
70 EUR (exact)

Data and readiness

How plant data is used today
Available in dashboards or reporting tools
Data available
Historical process and sensor data, Real-time process and sensor data, Product, recipe or batch information, Quality or laboratory results
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Specialty and batch chemicals — quality and yield

Multi-product batch reactors

Batch-to-batch variation means some campaigns land off-spec and are reworked. The golden batch is known by reputation, not by data.

Full annual value potential

€26k – €223k

First-year realizable

€14k – €115k

Three-year scaled

€38k – €512k

Data readiness: 82/100 · Ready nowConfidence: MediumStarting use case: Golden-batch comparison and early batch-deviation alerts

Context

Industry
Specialty & batch chemicals
Role
Quality or laboratory
Scope
A process unit
Process type
Batch
Similar units
2 – 5
Outcome frequency
Daily
Primary opportunity
Quality, yield and waste
Secondary opportunity
Throughput and process efficiency

Your numbers

Annual material cost
22,000,000 EUR (exact)
Off-spec or loss rate
2.5 – 4.5 % (range)
Direct quality costs
480,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Available in dashboards or reporting tools
Data available
Historical process and sensor data, Real-time process and sensor data, Product, recipe or batch information, Quality or laboratory results
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Specialty and batch chemicals — throughput and capacity

Batch train with frequent changeovers

Cycle times drift with product, operator and season, and changeovers take longer than the standard says. Capacity is lost without anyone logging a stop.

Full annual value potential

€25k – €368k

First-year realizable

€13k – €190k

Three-year scaled

€37k – €845k

Data readiness: 82/100 · Ready nowConfidence: MediumStarting use case: Rate stability and soft-sensor guided operation

Context

Industry
Specialty & batch chemicals
Role
Operations or production
Scope
A process unit
Process type
Batch
Similar units
2 – 5
Outcome frequency
Daily
Primary opportunity
Throughput and process efficiency
Secondary opportunity
Quality, yield and waste

Your numbers

Annual good output
14,000 units (exact)
Contribution per unit
900 – 1,400 EUR (range)

Data and readiness

How plant data is used today
Available in dashboards or reporting tools
Data available
Historical process and sensor data, Real-time process and sensor data, Product, recipe or batch information, Quality or laboratory results
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Specialty and batch chemicals — manual analysis time

Process development and technical service

Batch investigations mean exporting trends per batch and aligning them by hand before anyone can compare a good campaign to a bad one.

Full annual value potential

Not monetised

First-year realizable

Not monetised

Three-year scaled

Not monetised

Data readiness: 82/100 · Ready nowConfidence: MediumStarting use case: Self-service data access and automated troubleshooting context

Context

Industry
Specialty & batch chemicals
Role
Process engineering
Scope
A process unit
Process type
Batch
Similar units
2 – 5
Outcome frequency
Daily
Primary opportunity
Manual analysis and troubleshooting
Secondary opportunity
Quality, yield and waste

Your numbers

People doing manual analysis
4 (exact)
Hours per person per week
12 h (help me estimate)
Loaded hourly cost
85 EUR (exact)

Data and readiness

How plant data is used today
Available in dashboards or reporting tools
Data available
Historical process and sensor data, Real-time process and sensor data, Product, recipe or batch information, Quality or laboratory results
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It can be accessed with IT/OT approval
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Dairy processing

Dairy processing — unplanned downtime

Three filling and separation lines, one site

A separator and its feed pump trip several times a month. The historian has years of data, an engineer looks at trends after the fact, and nobody is warned before the stop.

Full annual value potential

€25k – €127k

First-year realizable

€19k – €98k

Three-year scaled

€36k – €292k

Data readiness: 91/100 · Ready nowConfidence: MediumStarting use case: Early-warning detection on separators, homogenisers and CIP-related stops

Context

Industry
Dairy processing
Role
Operations or production
Scope
A production line
Process type
Hybrid
Similar units
2 – 5
Outcome frequency
Weekly
Primary opportunity
Unplanned downtime and reliability
Secondary opportunity
Quality, yield and waste

Your numbers

Unplanned downtime per year
210 hours (exact)
Contribution lost per hour
3,200 – 4,200 EUR (range)
Restart and scrap costs per year
65,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records
History available
More than two years
Typical resolution
Minutes
Accessibility
It can be accessed now
Ability to act
A named process owner and operating team can act on insights
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Dairy processing — energy and utilities

Pasteurisation, refrigeration and CIP

Refrigeration, hot water and CIP dominate the energy bill. CIP runs to a fixed recipe whether or not the line actually needs the full cycle.

Full annual value potential

€40k – €220k

First-year realizable

€31k – €170k

Three-year scaled

€58k – €506k

Data readiness: 91/100 · Ready nowConfidence: HighStarting use case: Resource-intensity monitoring and deviation detection

Context

Industry
Dairy processing
Role
Energy or sustainability
Scope
A production line
Process type
Hybrid
Similar units
2 – 5
Outcome frequency
Weekly
Primary opportunity
Energy and resource consumption
Secondary opportunity
Quality, yield and waste

Your numbers

Annual energy and utilities cost
2,600,000 EUR (exact)
Resource type
Electricity, steam and refrigeration
Annual CO2e
5,200 tonnes (help me estimate)
Carbon price
70 EUR (exact)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records
History available
More than two years
Typical resolution
Minutes
Accessibility
It can be accessed now
Ability to act
A named process owner and operating team can act on insights
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Dairy processing — quality and yield

Standardisation and filling

Fat and protein standardisation is run with a safety margin, so product giveaway is built in, and rejects are found at end of line.

Full annual value potential

€16k – €153k

First-year realizable

€12k – €118k

Three-year scaled

€23k – €351k

Data readiness: 91/100 · Ready nowConfidence: MediumStarting use case: Early detection of quality drift and off-spec conditions

Context

Industry
Dairy processing
Role
Quality or laboratory
Scope
A production line
Process type
Hybrid
Similar units
2 – 5
Outcome frequency
Weekly
Primary opportunity
Quality, yield and waste
Secondary opportunity
Throughput and process efficiency

Your numbers

Annual material cost
31,000,000 EUR (exact)
Off-spec or loss rate
1.5 – 2.8 % (range)
Direct quality costs
260,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records
History available
More than two years
Typical resolution
Minutes
Accessibility
It can be accessed now
Ability to act
A named process owner and operating team can act on insights
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Dairy processing — throughput and capacity

High-speed filling line

The line rarely reaches its rated speed. Micro-stops and slow ramp-ups after CIP are accepted as normal, and OEE is reviewed weekly at best.

Full annual value potential

€10k – €159k

First-year realizable

€8k – €123k

Three-year scaled

€15k – €367k

Data readiness: 91/100 · Ready nowConfidence: MediumStarting use case: Rate stability and soft-sensor guided operation

Context

Industry
Dairy processing
Role
Operations or production
Scope
A production line
Process type
Hybrid
Similar units
2 – 5
Outcome frequency
Weekly
Primary opportunity
Throughput and process efficiency
Secondary opportunity
Unplanned downtime and reliability

Your numbers

Annual good output
85,000,000 units (exact)
Contribution per unit
0.03 – 0.05 EUR (range)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records
History available
More than two years
Typical resolution
Minutes
Accessibility
It can be accessed now
Ability to act
A named process owner and operating team can act on insights
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Dairy processing — manual analysis time

Site process and improvement team

Losses are reconstructed from line logs and spreadsheets each week to prepare the production meeting.

Full annual value potential

Not monetised

First-year realizable

Not monetised

Three-year scaled

Not monetised

Data readiness: 91/100 · Ready nowConfidence: MediumStarting use case: Self-service data access and automated troubleshooting context

Context

Industry
Dairy processing
Role
Plant or site leadership
Scope
A production line
Process type
Hybrid
Similar units
2 – 5
Outcome frequency
Weekly
Primary opportunity
Manual analysis and troubleshooting
Secondary opportunity
Unplanned downtime and reliability

Your numbers

People doing manual analysis
3 (exact)
Hours per person per week
10 h (help me estimate)
Loaded hourly cost
68 EUR (exact)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records
History available
More than two years
Typical resolution
Minutes
Accessibility
It can be accessed now
Ability to act
A named process owner and operating team can act on insights
Replication potential
Several similar assets or lines at one site
Open this scenario in the calculator

Food, ingredients and protein

Food, ingredients and protein — unplanned downtime

Packaging and portioning lines

Wrappers and portioners jam repeatedly through a shift. Each stop is short, but together they cost more than the planned maintenance window.

Full annual value potential

€21k – €123k

First-year realizable

€7k – €38k

Three-year scaled

€45k – €451k

Data readiness: 73/100 · Mostly readyConfidence: MediumStarting use case: Early-warning anomaly detection on the failure-prone asset

Context

Industry
Food, ingredients & protein processing
Role
Maintenance or reliability
Scope
A production line
Process type
Hybrid
Similar units
6 – 20
Outcome frequency
Daily
Primary opportunity
Unplanned downtime and reliability
Secondary opportunity
Throughput and process efficiency

Your numbers

Unplanned downtime per year
320 hours (exact)
Contribution lost per hour
1,800 – 2,600 EUR (range)
Restart and scrap costs per year
55,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Available in control-system screens
Data available
Historical process and sensor data, Real-time process and sensor data, Production and throughput KPIs
History available
Three to twelve months
Typical resolution
Minutes
Accessibility
It is fragmented across several systems
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Food, ingredients and protein — energy and utilities

Cooking, chilling and freezing

Ovens, chillers and freezers run to fixed schedules regardless of load, and energy is only reported at site meter level.

Full annual value potential

€33k – €230k

First-year realizable

€10k – €71k

Three-year scaled

€69k – €838k

Data readiness: 73/100 · Mostly readyConfidence: MediumStarting use case: Resource-intensity monitoring and deviation detection

Context

Industry
Food, ingredients & protein processing
Role
Energy or sustainability
Scope
A production line
Process type
Hybrid
Similar units
6 – 20
Outcome frequency
Weekly
Primary opportunity
Energy and resource consumption
Secondary opportunity
Quality, yield and waste

Your numbers

Annual energy and utilities cost
3,400,000 EUR (exact)
Resource type
Electricity, gas and refrigeration
Annual CO2e
7,000 tonnes (help me estimate)
Carbon price
70 EUR (exact)

Data and readiness

How plant data is used today
Available in control-system screens
Data available
Historical process and sensor data, Real-time process and sensor data, Production and throughput KPIs
History available
Three to twelve months
Typical resolution
Minutes
Accessibility
It is fragmented across several systems
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Food, ingredients and protein — quality and yield

Portioning and packing

Weight giveaway protects against underfill complaints, and specification failures show up in the finished-goods check rather than in-process.

Full annual value potential

€25k – €249k

First-year realizable

€8k – €77k

Three-year scaled

€53k – €909k

Data readiness: 73/100 · Mostly readyConfidence: MediumStarting use case: Early detection of quality drift and off-spec conditions

Context

Industry
Food, ingredients & protein processing
Role
Quality or laboratory
Scope
A production line
Process type
Hybrid
Similar units
6 – 20
Outcome frequency
Weekly
Primary opportunity
Quality, yield and waste
Secondary opportunity
Throughput and process efficiency

Your numbers

Annual material cost
48,000,000 EUR (exact)
Off-spec or loss rate
2 – 3.2 % (range)
Direct quality costs
380,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Available in control-system screens
Data available
Historical process and sensor data, Real-time process and sensor data, Production and throughput KPIs
History available
Three to twelve months
Typical resolution
Minutes
Accessibility
It is fragmented across several systems
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Food, ingredients and protein — throughput and capacity

One high-speed processing and packing line

Rate depends heavily on which crew and which product is running. Nobody can say which combination of settings gives the best sustained rate.

Full annual value potential

€87k – €1.2M

First-year realizable

€27k – €372k

Three-year scaled

€183k – €4.4M

Data readiness: 73/100 · Mostly readyConfidence: MediumStarting use case: Rate stability and soft-sensor guided operation

Context

Industry
Food, ingredients & protein processing
Role
Operations or production
Scope
A production line
Process type
Hybrid
Similar units
6 – 20
Outcome frequency
Weekly
Primary opportunity
Throughput and process efficiency
Secondary opportunity
Unplanned downtime and reliability

Your numbers

Annual good output
52,000 units (exact)
Contribution per unit
420 – 620 EUR (range)

Data and readiness

How plant data is used today
Available in control-system screens
Data available
Historical process and sensor data, Real-time process and sensor data, Production and throughput KPIs
History available
Three to twelve months
Typical resolution
Minutes
Accessibility
It is fragmented across several systems
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Food, ingredients and protein — manual analysis time

Continuous improvement and technical team

Line data, waste records and shift notes live in different places, so root-cause work starts with a day of data assembly.

Full annual value potential

Not monetised

First-year realizable

Not monetised

Three-year scaled

Not monetised

Data readiness: 73/100 · Mostly readyConfidence: MediumStarting use case: Self-service data access and automated troubleshooting context

Context

Industry
Food, ingredients & protein processing
Role
Operations or production
Scope
A production line
Process type
Hybrid
Similar units
6 – 20
Outcome frequency
Weekly
Primary opportunity
Manual analysis and troubleshooting
Secondary opportunity
Unplanned downtime and reliability

Your numbers

People doing manual analysis
4 (exact)
Hours per person per week
8 h (help me estimate)
Loaded hourly cost
62 EUR (exact)

Data and readiness

How plant data is used today
Available in control-system screens
Data available
Historical process and sensor data, Real-time process and sensor data, Production and throughput KPIs
History available
Three to twelve months
Typical resolution
Minutes
Accessibility
It is fragmented across several systems
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Metals, mining and mineral processing

Metals, mining and mineral processing — unplanned downtime

Crushing and milling circuit

Mill liners, conveyors and crusher drives fail without warning, and a stopped mill stops the whole concentrator behind it.

Full annual value potential

$120k – $717k

First-year realizable

$22k – $129k

Three-year scaled

$144k – $1.2M

Data readiness: 48/100 · Foundation neededConfidence: MediumStarting use case: Early-warning detection on crushing, milling and conveying equipment

Context

Industry
Metals, mining & mineral processing
Role
Maintenance or reliability
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Daily
Primary opportunity
Unplanned downtime and reliability
Secondary opportunity
Throughput and process efficiency

Your numbers

Unplanned downtime per year
260 hours (exact)
Contribution lost per hour
9,000 – 14,000 USD (range)
Restart and scrap costs per year
600,000 USD (help me estimate)

Data and readiness

How plant data is used today
Primarily manual records or spreadsheets
Data available
Historical process and sensor data, Quality or laboratory results
History available
Three to twelve months
Typical resolution
Hourly
Accessibility
It is fragmented across several systems
Ability to act
The organization is still exploring responsibility
Replication potential
One unique asset or process
Open this scenario in the calculator

Metals, mining and mineral processing — energy and utilities

Comminution and pumping

Grinding is by far the largest electricity consumer on site, yet specific energy per tonne is only reviewed in the monthly report.

Full annual value potential

$230k – $1.6M

First-year realizable

$41k – $292k

Three-year scaled

$276k – $2.8M

Data readiness: 48/100 · Foundation neededConfidence: MediumStarting use case: Resource-intensity monitoring and deviation detection

Context

Industry
Metals, mining & mineral processing
Role
Energy or sustainability
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Daily
Primary opportunity
Energy and resource consumption
Secondary opportunity
Throughput and process efficiency

Your numbers

Annual energy and utilities cost
24,000,000 USD (exact)
Resource type
Electricity
Annual CO2e
62,000 tonnes (help me estimate)
Carbon price
70 USD (exact)

Data and readiness

How plant data is used today
Primarily manual records or spreadsheets
Data available
Historical process and sensor data, Quality or laboratory results
History available
Three to twelve months
Typical resolution
Hourly
Accessibility
It is fragmented across several systems
Ability to act
The organization is still exploring responsibility
Replication potential
One unique asset or process
Open this scenario in the calculator

Metals, mining and mineral processing — quality and yield

One concentrator circuit

Off-spec product and recovery losses are found in the lab hours after the fact. Process data is logged, but lab results live in a separate system and are rarely joined to it.

Full annual value potential

$18k – $186k

First-year realizable

$3k – $33k

Three-year scaled

$22k – $315k

Data readiness: 48/100 · Foundation neededConfidence: MediumStarting use case: Early detection of quality drift and off-spec conditions

Context

Industry
Metals, mining & mineral processing
Role
Plant or site leadership
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Daily
Primary opportunity
Quality, yield and waste
Secondary opportunity
Unplanned downtime and reliability

Your numbers

Annual material cost
28,000,000 USD (exact)
Off-spec or loss rate
2 – 3.5 % (range)
Direct quality costs
420,000 USD (help me estimate)

Data and readiness

How plant data is used today
Primarily manual records or spreadsheets
Data available
Historical process and sensor data, Quality or laboratory results
History available
Three to twelve months
Typical resolution
Hourly
Accessibility
It is fragmented across several systems
Ability to act
The organization is still exploring responsibility
Replication potential
One unique asset or process
Open this scenario in the calculator

Metals, mining and mineral processing — throughput and capacity

Mill to flotation circuit

Ore hardness changes through the day, and feed rate is trimmed by hand after the fact rather than ahead of the change.

Full annual value potential

$315k – $3.4M

First-year realizable

$57k – $604k

Three-year scaled

$377k – $5.7M

Data readiness: 48/100 · Foundation neededConfidence: MediumStarting use case: Rate stability and soft-sensor guided operation

Context

Industry
Metals, mining & mineral processing
Role
Operations or production
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Continuously
Primary opportunity
Throughput and process efficiency
Secondary opportunity
Energy and resource consumption

Your numbers

Annual good output
4,200,000 units (exact)
Contribution per unit
11 – 17 USD (range)

Data and readiness

How plant data is used today
Primarily manual records or spreadsheets
Data available
Historical process and sensor data, Quality or laboratory results
History available
Three to twelve months
Typical resolution
Hourly
Accessibility
It is fragmented across several systems
Ability to act
The organization is still exploring responsibility
Replication potential
One unique asset or process
Open this scenario in the calculator

Metals, mining and mineral processing — manual analysis time

Metallurgy and process control group

Metallurgists spend much of the week reconciling plant data, shift logs and assays before they can even look at recovery.

Full annual value potential

Not monetised

First-year realizable

Not monetised

Three-year scaled

Not monetised

Data readiness: 48/100 · Foundation neededConfidence: MediumStarting use case: Self-service data access and automated troubleshooting context

Context

Industry
Metals, mining & mineral processing
Role
Process engineering
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Daily
Primary opportunity
Manual analysis and troubleshooting
Secondary opportunity
Quality, yield and waste

Your numbers

People doing manual analysis
4 (exact)
Hours per person per week
14 h (help me estimate)
Loaded hourly cost
88 USD (exact)

Data and readiness

How plant data is used today
Primarily manual records or spreadsheets
Data available
Historical process and sensor data, Quality or laboratory results
History available
Three to twelve months
Typical resolution
Hourly
Accessibility
It is fragmented across several systems
Ability to act
The organization is still exploring responsibility
Replication potential
One unique asset or process
Open this scenario in the calculator

Oil and gas processing

Oil and gas processing — unplanned downtime

Gas compression trains

A compressor trip defers production for hours and pulls a crew into an unplanned intervention. Degradation is visible in the data days earlier.

Full annual value potential

$137k – $1.0M

First-year realizable

$107k – $810k

Three-year scaled

$247k – $3.1M

Data readiness: 93/100 · Ready nowConfidence: MediumStarting use case: Early-warning anomaly detection on the failure-prone asset

Context

Industry
Oil & gas processing
Role
Maintenance or reliability
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Monthly
Primary opportunity
Unplanned downtime and reliability
Secondary opportunity
Throughput and process efficiency

Your numbers

Unplanned downtime per year
90 hours (exact)
Contribution lost per hour
45,000 – 70,000 USD (range)
Restart and scrap costs per year
900,000 USD (help me estimate)

Data and readiness

How plant data is used today
Used for advanced analytics
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records, Production and throughput KPIs, Energy and resource consumption
History available
More than two years
Typical resolution
Seconds
Accessibility
It can be accessed with IT/OT approval
Ability to act
A named process owner and operating team can act on insights
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Oil and gas processing — energy and utilities

Compression, heating and flare system

Fuel gas burned for compression and heating — plus routine flaring — is treated as a fixed cost of running the plant.

Full annual value potential

$298k – $2.1M

First-year realizable

$232k – $1.6M

Three-year scaled

$536k – $6.3M

Data readiness: 93/100 · Ready nowConfidence: MediumStarting use case: Resource-intensity monitoring and deviation detection

Context

Industry
Oil & gas processing
Role
Energy or sustainability
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Monthly
Primary opportunity
Energy and resource consumption
Secondary opportunity
Throughput and process efficiency

Your numbers

Annual energy and utilities cost
31,000,000 USD (exact)
Resource type
Fuel gas and power
Annual CO2e
120,000 tonnes (help me estimate)
Carbon price
85 USD (exact)

Data and readiness

How plant data is used today
Used for advanced analytics
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records, Production and throughput KPIs, Energy and resource consumption
History available
More than two years
Typical resolution
Seconds
Accessibility
It can be accessed with IT/OT approval
Ability to act
A named process owner and operating team can act on insights
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Oil and gas processing — quality and yield

Separation, dehydration and treatment

Water and hydrocarbon dew-point specifications are held with wide margins, and off-spec batches are recycled at cost.

Full annual value potential

$34k – $360k

First-year realizable

$26k – $281k

Three-year scaled

$60k – $1.1M

Data readiness: 93/100 · Ready nowConfidence: MediumStarting use case: Early detection of quality drift and off-spec conditions

Context

Industry
Oil & gas processing
Role
Process engineering
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Monthly
Primary opportunity
Quality, yield and waste
Secondary opportunity
Energy and resource consumption

Your numbers

Annual material cost
90,000,000 USD (exact)
Off-spec or loss rate
0.8 – 1.6 % (range)
Direct quality costs
1,200,000 USD (help me estimate)

Data and readiness

How plant data is used today
Used for advanced analytics
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records, Production and throughput KPIs, Energy and resource consumption
History available
More than two years
Typical resolution
Seconds
Accessibility
It can be accessed with IT/OT approval
Ability to act
A named process owner and operating team can act on insights
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Oil and gas processing — throughput and capacity

One separation and export train

Export rate is limited by conservative operating envelopes rather than by the physical constraint of the equipment.

Full annual value potential

$380k – $5.7M

First-year realizable

$297k – $4.4M

Three-year scaled

$684k – $17M

Data readiness: 93/100 · Ready nowConfidence: MediumStarting use case: Rate stability and soft-sensor guided operation

Context

Industry
Oil & gas processing
Role
Operations or production
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Continuously
Primary opportunity
Throughput and process efficiency
Secondary opportunity
Unplanned downtime and reliability

Your numbers

Annual good output
9,500,000 units (exact)
Contribution per unit
10 – 16 USD (range)

Data and readiness

How plant data is used today
Used for advanced analytics
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records, Production and throughput KPIs, Energy and resource consumption
History available
More than two years
Typical resolution
Seconds
Accessibility
It can be accessed with IT/OT approval
Ability to act
A named process owner and operating team can act on insights
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Oil and gas processing — manual analysis time

Production and reliability engineering

Deferment reporting and equipment reviews are assembled by hand from several systems every single week.

Full annual value potential

$36k – $213k

First-year realizable

$28k – $166k

Three-year scaled

$65k – $638k

Data readiness: 93/100 · Ready nowConfidence: MediumStarting use case: Self-service data access and automated troubleshooting context

Context

Industry
Oil & gas processing
Role
Digital, data, IT or OT
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Monthly
Primary opportunity
Manual analysis and troubleshooting
Secondary opportunity
Unplanned downtime and reliability

Your numbers

People doing manual analysis
8 (exact)
Hours per person per week
10 h (help me estimate)
Loaded hourly cost
110 USD (exact)

Data and readiness

How plant data is used today
Used for advanced analytics
Data available
Historical process and sensor data, Real-time process and sensor data, Maintenance and failure-event records, Production and throughput KPIs, Energy and resource consumption
History available
More than two years
Typical resolution
Seconds
Accessibility
It can be accessed with IT/OT approval
Ability to act
A named process owner and operating team can act on insights
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Power generation and industrial utilities

Power generation and industrial utilities — unplanned downtime

Steam turbine and boiler island

Forced outages on the turbine and feedwater system cost both generation and penalty exposure, and the early signs sit unread in the historian.

Full annual value potential

€35k – €272k

First-year realizable

€19k – €146k

Three-year scaled

€63k – €816k

Data readiness: 91/100 · Ready nowConfidence: MediumStarting use case: Early-warning anomaly detection on the failure-prone asset

Context

Industry
Power generation & industrial utilities
Role
Maintenance or reliability
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Monthly
Primary opportunity
Unplanned downtime and reliability
Secondary opportunity
Throughput and process efficiency

Your numbers

Unplanned downtime per year
110 hours (exact)
Contribution lost per hour
8,000 – 13,000 EUR (range)
Restart and scrap costs per year
420,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Energy and resource consumption, Maintenance and failure-event records
History available
More than two years
Typical resolution
Seconds
Accessibility
It can be accessed now
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Power generation and industrial utilities — energy and utilities

Boilers, steam network and compressed air

Boiler efficiency and compressed-air leakage drift slowly. Nothing alerts until the monthly fuel figure is compiled.

Full annual value potential

€147k – €950k

First-year realizable

€79k – €508k

Three-year scaled

€265k – €2.8M

Data readiness: 91/100 · Ready nowConfidence: HighStarting use case: Heat rate and auxiliary consumption optimisation

Context

Industry
Power generation & industrial utilities
Role
Energy or sustainability
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Continuously
Primary opportunity
Energy and resource consumption
Secondary opportunity
Unplanned downtime and reliability

Your numbers

Annual energy and utilities cost
21,000,000 EUR (exact)
Resource type
Fuel, steam and electricity
Annual CO2e
54,000 tonnes (help me estimate)
Carbon price
70 EUR (exact)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Energy and resource consumption, Maintenance and failure-event records
History available
More than two years
Typical resolution
Seconds
Accessibility
It can be accessed now
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Power generation and industrial utilities — quality and yield

Water and steam chemistry

Steam-chemistry excursions cause fouling and long-term damage, and are only caught on the lab's sampling cycle.

Full annual value potential

€7k – €75k

First-year realizable

€4k – €40k

Three-year scaled

€13k – €225k

Data readiness: 91/100 · Ready nowConfidence: MediumStarting use case: Early detection of quality drift and off-spec conditions

Context

Industry
Power generation & industrial utilities
Role
Quality or laboratory
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Monthly
Primary opportunity
Quality, yield and waste
Secondary opportunity
Unplanned downtime and reliability

Your numbers

Annual material cost
12,000,000 EUR (exact)
Off-spec or loss rate
1 – 2 % (range)
Direct quality costs
300,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Energy and resource consumption, Maintenance and failure-event records
History available
More than two years
Typical resolution
Seconds
Accessibility
It can be accessed now
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Power generation and industrial utilities — throughput and capacity

Generation unit under variable load

Heat rate is worse than design at part load, and dispatch decisions are made without a live view of unit efficiency.

Full annual value potential

€123k – €1.8M

First-year realizable

€66k – €955k

Three-year scaled

€222k – €5.4M

Data readiness: 91/100 · Ready nowConfidence: MediumStarting use case: Rate stability and soft-sensor guided operation

Context

Industry
Power generation & industrial utilities
Role
Operations or production
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Continuously
Primary opportunity
Throughput and process efficiency
Secondary opportunity
Energy and resource consumption

Your numbers

Annual good output
1,400,000 units (exact)
Contribution per unit
22 – 34 EUR (range)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Energy and resource consumption, Maintenance and failure-event records
History available
More than two years
Typical resolution
Seconds
Accessibility
It can be accessed now
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Power generation and industrial utilities — manual analysis time

Performance engineering team

Unit performance reporting is a manual monthly exercise, so problems are described after the month they happened in.

Full annual value potential

Not monetised

First-year realizable

Not monetised

Three-year scaled

Not monetised

Data readiness: 91/100 · Ready nowConfidence: MediumStarting use case: Self-service data access and automated troubleshooting context

Context

Industry
Power generation & industrial utilities
Role
Process engineering
Scope
A process unit
Process type
Continuous
Similar units
2 – 5
Outcome frequency
Monthly
Primary opportunity
Manual analysis and troubleshooting
Secondary opportunity
Energy and resource consumption

Your numbers

People doing manual analysis
3 (exact)
Hours per person per week
12 h (help me estimate)
Loaded hourly cost
90 EUR (exact)

Data and readiness

How plant data is used today
Stored in a historian
Data available
Historical process and sensor data, Real-time process and sensor data, Energy and resource consumption, Maintenance and failure-event records
History available
More than two years
Typical resolution
Seconds
Accessibility
It can be accessed now
Ability to act
An owner exists, but the workflow has not been defined
Replication potential
Similar processes across several sites
Open this scenario in the calculator

Water and wastewater treatment

Water and wastewater treatment — unplanned downtime

Pumping stations and blowers

Pump and blower failures force bypasses and emergency callouts, and standby equipment is not always healthy when it is needed.

Full annual value potential

€7k – €53k

First-year realizable

€2k – €13k

Three-year scaled

€16k – €226k

Data readiness: 76/100 · Ready nowConfidence: MediumStarting use case: Early-warning anomaly detection on the failure-prone asset

Context

Industry
Water & wastewater treatment
Role
Maintenance or reliability
Scope
A whole plant or site
Process type
Continuous
Similar units
6 – 20
Outcome frequency
Weekly
Primary opportunity
Unplanned downtime and reliability
Secondary opportunity
Energy and resource consumption

Your numbers

Unplanned downtime per year
180 hours (exact)
Contribution lost per hour
900 – 1,500 EUR (range)
Restart and scrap costs per year
90,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Available in control-system screens
Data available
Historical process and sensor data, Real-time process and sensor data, Quality or laboratory results
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It exists but is difficult to access
Ability to act
The use case has support, but no named owner
Replication potential
Enterprise-wide potential
Open this scenario in the calculator

Water and wastewater treatment — energy and utilities

Aeration, pumping and dosing

Aeration is the plant's biggest electricity cost and is run with generous dissolved-oxygen margins around the clock.

Full annual value potential

€124k – €642k

First-year realizable

€30k – €153k

Three-year scaled

€297k – €2.7M

Data readiness: 76/100 · Ready nowConfidence: MediumStarting use case: Aeration and pumping energy optimisation

Context

Industry
Water & wastewater treatment
Role
Energy or sustainability
Scope
A whole plant or site
Process type
Continuous
Similar units
6 – 20
Outcome frequency
Continuously
Primary opportunity
Energy and resource consumption
Secondary opportunity
Quality, yield and waste

Your numbers

Annual energy and utilities cost
5,200,000 EUR (exact)
Resource type
Electricity and chemicals
Annual CO2e
9,800 tonnes (help me estimate)
Carbon price
70 EUR (exact)

Data and readiness

How plant data is used today
Available in control-system screens
Data available
Historical process and sensor data, Real-time process and sensor data, Quality or laboratory results
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It exists but is difficult to access
Ability to act
The use case has support, but no named owner
Replication potential
Enterprise-wide potential
Open this scenario in the calculator

Water and wastewater treatment — quality and yield

Biological treatment and effluent discharge

Effluent excursions risk consent breaches, and chemical dosing is increased as insurance rather than tuned to load.

Full annual value potential

€6k – €62k

First-year realizable

€1k – €15k

Three-year scaled

€15k – €262k

Data readiness: 76/100 · Ready nowConfidence: MediumStarting use case: Early detection of quality drift and off-spec conditions

Context

Industry
Water & wastewater treatment
Role
Quality or laboratory
Scope
A whole plant or site
Process type
Continuous
Similar units
6 – 20
Outcome frequency
Weekly
Primary opportunity
Quality, yield and waste
Secondary opportunity
Energy and resource consumption

Your numbers

Annual material cost
4,600,000 EUR (exact)
Off-spec or loss rate
3 – 5 % (range)
Direct quality costs
220,000 EUR (help me estimate)

Data and readiness

How plant data is used today
Available in control-system screens
Data available
Historical process and sensor data, Real-time process and sensor data, Quality or laboratory results
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It exists but is difficult to access
Ability to act
The use case has support, but no named owner
Replication potential
Enterprise-wide potential
Open this scenario in the calculator

Water and wastewater treatment — throughput and capacity

Treatment train under storm and peak load

Hydraulic capacity is held back during peaks because the operators have no reliable forward view of incoming load.

Full annual value potential

€2k – €29k

First-year realizable

€362 – €7k

Three-year scaled

€4k – €121k

Data readiness: 76/100 · Ready nowConfidence: MediumStarting use case: Rate stability and soft-sensor guided operation

Context

Industry
Water & wastewater treatment
Role
Operations or production
Scope
A whole plant or site
Process type
Continuous
Similar units
6 – 20
Outcome frequency
Weekly
Primary opportunity
Throughput and process efficiency
Secondary opportunity
Energy and resource consumption

Your numbers

Annual good output
38,000,000 units (exact)
Contribution per unit
0.02 – 0.04 EUR (range)

Data and readiness

How plant data is used today
Available in control-system screens
Data available
Historical process and sensor data, Real-time process and sensor data, Quality or laboratory results
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It exists but is difficult to access
Ability to act
The use case has support, but no named owner
Replication potential
Enterprise-wide potential
Open this scenario in the calculator

Water and wastewater treatment — manual analysis time

Regional process support team

One small team supports many sites and spends most of its time pulling data instead of improving process performance.

Full annual value potential

€13k – €78k

First-year realizable

€3k – €19k

Three-year scaled

€32k – €333k

Data readiness: 76/100 · Ready nowConfidence: MediumStarting use case: Self-service data access and automated troubleshooting context

Context

Industry
Water & wastewater treatment
Role
Digital, data, IT or OT
Scope
A whole plant or site
Process type
Continuous
Similar units
6 – 20
Outcome frequency
Weekly
Primary opportunity
Manual analysis and troubleshooting
Secondary opportunity
Energy and resource consumption

Your numbers

People doing manual analysis
3 (exact)
Hours per person per week
15 h (help me estimate)
Loaded hourly cost
72 EUR (exact)

Data and readiness

How plant data is used today
Available in control-system screens
Data available
Historical process and sensor data, Real-time process and sensor data, Quality or laboratory results
History available
Twelve to twenty-four months
Typical resolution
Minutes
Accessibility
It exists but is difficult to access
Ability to act
The use case has support, but no named owner
Replication potential
Enterprise-wide potential
Open this scenario in the calculator

Ready with your own numbers?

Approximate figures are enough — the calculator handles exact values, ranges, guided estimates and "I do not know" without stopping. If you are unsure about your data, score a sample file first.

Open the value calculatorCheck my data quality