What this resource helps you evaluate
reliability teams using condition data to identify developing failures preparing a shortlist or purchase decision for Predictive Maintenance Platform.
A strong predictive maintenance platform selection starts with operating requirements, not a feature count. The practical goal is to prove that the shortlisted option can support sensor ingestion, feature monitoring, alerts, diagnosis and maintenance response at the scale, control level and implementation effort the organization can sustain.
What to compare first
- Coverage of sensor ingestion, feature monitoring, alerts, diagnosis and maintenance response
- Integration, data ownership and reporting needed by reliability teams using condition data to identify developing failures
- Implementation effort, support model and total lifecycle cost
- Security, auditability, permissions and recovery requirements
- Evidence from a pilot using representative monitored assets
Step-by-step process
- 01
Document the current workflow, failure points, volumes and decision owners.
- 02
Separate mandatory requirements from preferences and future ideas.
- 03
Shortlist vendors that can support the required monitored assets and integrations without custom work for core workflows.
- 04
Run scripted demonstrations or a pilot with representative data and exception cases.
- 05
Normalize implementation, recurring, support and exit costs before final approval.
Common mistakes and risk checks
- buying analytics before instrumentation quality and response workflows are established.
- Comparing headline license price without implementation, integration, migration and support cost.
- Scoring demos instead of validating the highest-risk workflows with real data and users.
Documents and evidence to collect
- Current process map and pain-point log
- Requirements and integration inventory
- Representative data samples and master-data definitions
- Security, access and retention requirements
- Implementation assumptions, timeline and commercial quote
Questions to ask vendors
- Can the vendor demonstrate sensor ingestion, feature monitoring, alerts, diagnosis and maintenance response with our representative data?
- Which capabilities require paid modules, services or third-party products?
- What data can we export in a documented format if we leave?
- What implementation work is performed by the vendor versus the customer or partner?
- How are support response, releases, backups and security responsibilities defined?
Primary and official references
Use current official sources to validate requirements that affect your project, industry or jurisdiction.