Industrial AI benefit estimators

Put a sensible first number against the problem

Explore potential value using your own inputs. These free tools help frame a decision before detailed feasibility and costing.

Review your assumptions with us Use the readiness worksheet

Choose the work you want to improve

Choose the outcome you want to examine. Each estimator shows what your own baseline and improvement assumptions imply. Use the separate readiness check to discuss people, resources, resilience and delivery responsibilities.

Benefit estimators

Predictive maintenance

Estimate gross downtime value for a defined asset group.

Output: Asset-hours and gross value per year

Visual inspection

Keep avoided customer-escape costs and inspection capacity separate.

Output: Avoided escape cost and non-cash capacity value

Energy optimization

Model electricity, variable cost and an optional emissions scenario.

Output: kWh, gross variable-cost benefit and optional tonnes CO2e per year

EPC project delays

Estimate avoidable delay exposure for one project.

Output: Days and cost exposure per project

Factory knowledge

Estimate net time released from searching and checking answers.

Output: Hours per year and optional non-cash capacity value

Pharma batches and investigations

Separate rejected-batch cost exposure from investigation capacity.

Output: Avoided batch-loss cost and investigation hours per year

Review the operating foundations

Keep the estimate honest

Replace example values with a measured baseline. Enter a cautious improvement assumption, then compare a lower and higher scenario. The result describes what those assumptions imply, not what NeoBram promises to deliver.

Gross benefit comes before implementation and operating costs. Time released is useful capacity; it becomes cash savings only when expenditure actually changes. Avoid counting the same benefit as both recovered labour and avoided production loss.

Make the next decision with evidence

If the opportunity looks worthwhile, review the workflow with a domain expert. Check what data exists, which intervention could improve the outcome and what it would cost to build and operate. A smaller pilot can test the uncertain assumptions before a wider commitment.

More clarity

Questions and answers

Is a login required?

No. The tools run locally in your browser without sending entered values to NeoBram. You can read the guidance, calculate, print or copy a scenario without an email gate.

Are these ROI calculations?

The main outputs are gross benefit scenarios. An optional cost view uses cash benefits and costs you enter separately. A complete investment decision still needs supportable benefits, full costs, timing and feasibility for your project.

Start with one business problem