Data we source
Records from the businesses that keep the world running.
We focus on industries where skilled work is documented in systems of record. Below are examples of data that may be valuable — every dataset is assessed individually.
01 / 09
HVAC & Mechanical
Service calls, diagnostics, and equipment histories across commercial and residential systems.
Examples of potentially useful data
- Work orders linking reported symptoms to diagnosed root causes
- Technician narratives describing troubleshooting steps on chillers, RTUs, and boilers
- Maintenance agreements and preventive maintenance checklists over multiple years
- Photos of equipment nameplates, failed components, and completed repairs
- Service tickets
- Technician notes
- Equipment metadata
- Repair outcomes
02 / 09
Construction
Project histories, RFIs, submittals, change orders, and field documentation.
Examples of potentially useful data
- RFI threads showing how design conflicts were identified and resolved
- Daily field reports with weather, labor, and progress observations
- Change order histories with cost and schedule impact
- Closeout documentation and punch list resolution records
- RFIs & submittals
- Change orders
- Daily logs
- Punch lists
03 / 09
Manufacturing
Production, quality, and maintenance records from real plant operations.
Examples of potentially useful data
- Non-conformance reports with root cause analysis and corrective actions
- Machine downtime logs paired with maintenance resolution notes
- Standard work instructions and their revision histories
- Inspection records and statistical process control data
- Quality reports
- NCRs & CAPAs
- Machine logs
- Work instructions
04 / 09
Facilities Management
Work orders, asset registers, and building system operations across portfolios.
Examples of potentially useful data
- Multi-site work order histories with response and resolution times
- Asset inventories with lifecycle, warranty, and replacement data
- Building management system alarms correlated with field responses
- Tenant requests mapped to the actions taken to resolve them
- Work orders
- Asset registers
- BMS trends
- Vendor reports
05 / 09
Refrigeration
Commercial and industrial refrigeration service, leak, and performance records.
Examples of potentially useful data
- Refrigerant leak detection and repair records
- Compressor rack service histories and failure modes
- Case temperature logs paired with technician interventions
- Commissioning and retrofit documentation
- Leak inspections
- Compressor logs
- Service history
- Temperature data
06 / 09
Electrical & Plumbing
Trade service records, inspections, estimates, and code-compliance documentation.
Examples of potentially useful data
- Troubleshooting notes for electrical faults and plumbing failures
- Inspection reports with deficiencies and remediation steps
- Estimates and quotes linked to final invoiced scopes
- Permit and code compliance documentation
- Service calls
- Inspection reports
- Estimates
- Code notes
07 / 09
Engineering Firms
Design calculations, specifications, reviews, and technical correspondence.
Examples of potentially useful data
- Design review comments and responses across project phases
- Specification documents and their revision histories
- Load calculations and system sizing worksheets
- Technical memos explaining engineering judgments
- Specifications
- Design reviews
- Calculations
- Technical memos
08 / 09
Industrial Maintenance
CMMS records, failure analyses, and reliability programs from operating plants.
Examples of potentially useful data
- CMMS work orders with failure codes and labor details
- Root cause failure analyses for rotating equipment
- Vibration, thermography, and oil analysis results
- Preventive and predictive maintenance program histories
- CMMS records
- Failure analyses
- PM schedules
- Condition data
09 / 09
Other Professional Services
Support tickets, case files, and structured workflows from specialist service firms.
Examples of potentially useful data
- Customer support tickets with resolution paths
- Internal knowledge base articles and standard operating procedures
- Case files documenting multi-step expert workflows
- Quality review and audit records
- Support tickets
- Case files
- SOPs
- Knowledge bases
Don’t see your industry?
If your business produces detailed records of skilled work, it may still qualify. Tell us what you have.