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Viscorai: grounded lubricant intelligence

Evidence-backed oil-analysis interpretation.

Viscorai™ is a working demonstrator developed internally by The Propel Group for evidence-backed oil-analysis interpretation. Available for demonstrations and pilot discussions.

Built around the operation

Evidence-backed oil-analysis interpretation.

Reliability engineers, lubricant suppliers, oil-analysis laboratories and technical-service teams.

01

Explore the sample journey

The wider design links each sample to its equipment and sampling point, with capture, tracking and laboratory-receipt workflows. Connections to laboratory, courier and billing systems would be agreed and tested during a pilot.

02

Interpret with evidence and oversight

The demonstrator drafts oil-analysis commentary and technical answers with cited sources and confidence scores. Experts can inspect the evidence, challenge the interpretation and review unsupported questions.

03

Plan maintenance follow-up

The proposed workflow connects reviewed interpretations to recurring-issue cases and maintenance actions. A pilot would establish how these fit the operator’s existing systems and responsibilities.

04

Explore technical service needs

The wider design uses sampling coverage and recurring issues to identify follow-up needs. Any commercial workflow would read the technical findings without changing the diagnosis.

Oversight options to evaluate

Match the review
to the service.

The service design considers three oversight modes. A pilot would establish which controls and review requirements are appropriate before operational use.

Full supervision

Specialists review and approve every response before it is issued.

Information for each role

See the situation.
Follow the evidence.

Useful views connect the operational overview to the records and decisions behind it.

Field and logistics

Proposed views of equipment, sampling points and kit status, to assess with a pilot partner.

Engineering review

Demonstrations of cited commentary and technical answers, with the evidence available for inspection.

Supplier and service teams

Planned fleet insight, benchmarking and service follow-up, subject to suitable data and validation.

Planned fleet insight and benchmarking

The wider design explores how equipment trends and sampling coverage could help teams find what needs attention.

A pilot would establish the data, permissions and validation needed for fleet comparisons and anonymised benchmarking. These are proposed applications; no customer outcomes are claimed.

Trust at the point of use

The basis stays visible.

Viscorai™ has been developed internally and has not been commercially deployed. The benefits described are intended outcomes to evaluate in a pilot.

  • Measurements, units, methods and equipment history
  • Applied engineering rules and cited technical guidance
  • Oversight setting, review history and the follow-up action
Relevant work & applications

Go deeper into the work.

View all studies
Start a conversation

Explore Viscorai for your team.

Book a demonstration or discuss a pilot. We will agree the oil-analysis workflow, representative data, expert reviewers and success measures with your team before defining the next stage.

Discuss your challenge