Analysis example
Example with fictional data. It is not a client case.
- Same contract, same scope, and an authorized corpus
- It does not invent missing evidence
- The specialist keeps the decision
Intelligence for maintenance and reliability
From data to diagnosis. With evidence.
MMi connects the technical information of each contract to find findings, explain hypotheses, and guide verification.
Information kept separate by contract · Results with sources and traceability
PlansWork ordersFMECA
MMi
Verifiable finding
Evidence and verification
Demonstration example · fictional data
Recurring failures
What evidence exists about recurring failures of the CTS-DCH pump?
Finding
The asset history shows three low-flow events in 11 months, with the same operating description. The work orders do not close a root cause.
Evidence
WO-1842. March 2025. Low flow and rising bearing temperature. The filter was cleaned. Partial result.
Hypothesis
A suction flow restriction is a possible explanation and is not yet confirmed. Replacing the seal is not enough to sustain that cause.
Verification
Measure differential pressure in stable operation and inspect the suction, filter, and suction valve before closing a cause.
Confidence Medium
The recurrence is in the work orders. The cause has no measurement that confirms it.
Run DEMO-2026-014
How it works
From a technical question to a verifiable analysis
Five steps, in order. MMi organizes the available evidence. The specialist keeps the decision.
- 01
Select the context
Contract, work order structure, assets, and the document corpus authorized for that scope.
- 02
Ask the question
A concrete technical question, the kind a reliability engineer would ask.
- 03
Retrieve the evidence
Plans, work orders, manuals, history, and related FMECA or RCM records.
- 04
Analyze relationships
Recurrences, discrepancies, and coverage across those sources, with separate criteria.
- 05
Deliver the analysis
Findings, sources, hypotheses, confidence, gaps, and checks for the team to review.
What information it uses
It works on real technical information
MMi organizes and relates this information while preserving provenance and documentary evidence.
- Work orders
- Service orders
- Manuals
- Procedures
- Maintenance plans
- FMECA
- Technical reports
- History records
- Inspections
- Operational spreadsheets
- Equipment documentation
- Failure records
- Maintenance background
How it organizes knowledge
Intelligence that works alongside our specialists
Technical experience remains at the center. MMi turns scattered information into organized, relatable, and traceable knowledge.
Organize
Integrates information from different sources and formats.
Relate
Connects assets, documents, work orders, failures, plans, and background.
Analyze
Makes it possible to review large volumes of information in a structured way.
Verify
Keeps traceability to documents, versions, and sources.
How it reaches evidence
Human experience + operational intelligence
Monitoring specialists, methodologies, field experience, and MMi combine to decide on a stronger basis.
MMi does not replace what Monitoring does. It amplifies what Monitoring already knows how to do.
- More context
- Greater traceability
- Less time searching for information
- A better basis for decisions
See how MMi works alongside our specialists
MMi by Monitoring complements our maintenance, reliability, and engineering services by organizing documentation, history, and operational records.