Case Studies

How clarity changes the work.

A look at the kinds of problems we help reduce — from inconsistent estimates to partner onboarding to proving a model before production. These are representative engagements, written to show the pattern of value rather than to name names.

Steel fabrication group

From slow, inconsistent estimates to traceable numbers

Engineering + Domain Intelligence

Situation: Estimates depended on a few experienced people reading drawings under deadline, and two estimators could reach different numbers from the same set.
Approach: VizeDraw and VizeEst connected drawings, takeoffs, and assumptions, with VizeSteel grounding material decisions in standards and MTRs.
Outcome: Reviews became faster and more consistent, and estimates could be traced back to the drawings and assumptions behind them.

Machinery OEM

Partner onboarding with consistent product knowledge

Knowledge Intelligence — VizeOne

Situation: Product, service, and training knowledge lived in scattered PDFs, so dealers and service partners answered the same questions differently.
Approach: VizeOne structured product, service, and training knowledge once as an Industrial Knowledge Twin that internal teams and partners could share.
Outcome: New partners onboarded with more confidence and represented the product more consistently across the ecosystem.

Industrial group exploring AI

A model that proved its accuracy before production

Domain Intelligence — Model Services

Situation: Leadership wanted AI support for technical decisions but had no way to know whether a model was actually accurate enough to trust.
Approach: A custom model was developed and trained on domain data, then put through a validation framework with domain-specific benchmarks and acceptance gates.
Outcome: The team could see measured accuracy and usefulness before deployment, and decide to proceed with evidence rather than hope.

Case Studies

See the approach applied to your work.

Tell us where scattered knowledge is slowing your decisions, and we will walk through how a similar engagement could reduce it.

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