New Industry Insight: What AI Changes About What Industrial Companies Expect From Consultants

Data preparation, benchmarking and Excel analysis used to be the billable core of an industrial consulting project. They have become a setup step. Our longest insight so far looks at what clients pay for instead, and why an auditable cost model beats a black-box estimate.

New Industry Insight: What AI Changes About What Industrial Companies Expect From Consultants

For decades, industrial consulting projects were built around data preparation, benchmarking, Excel analysis, external validation and slide-based recommendations. That work created real value when internal data was fragmented, analytical capacity was scarce, and management needed an outside perspective to structure a decision. Our new industry insight looks at what happens now that most of it runs on software.

Consulting does not disappear. What clients are willing to pay for changes: measurable impact, technical depth, auditable models, faster execution, and real implementation capability. The article calls this result-driven consultancy and works through the shift item by item, setting what used to be the billable core of a project against what it has become.

In industrial cost analysis the change is easy to see. Generic cost-saving claims no longer land. What a client wants is a cost model that explains why a part, a supplier quote or a business case is economically plausible, and one they can challenge line by line. That is a different thing from an AI estimate. Technical parameters get translated into process times, process times into regional manufacturing costs through curated machine, material, process and regional databases, with every assumption visible on the way through.

The insight also covers where this matters commercially: supplier negotiations, make-or-buy decisions, product costing, investment validation, and technical due diligence for private equity, where the cost model has to hold up under outside scrutiny.

Read the industry insight →