Research.

State of Operational
Decision-Making in Multi-Site
Facilities 2026.

A field study of how decisions move through 40+ mid-market and enterprise operators running multi-site facilities, property, and field-service portfolios. Covers signal latency, SLA drift, vendor rotation fairness, compliance horizons, and the measurable cost of late escalation.

• 5 benchmarks for signal-to-decision latency
• The vendor-rotation fairness audit framework
• Compliance horizons that actually predict misses
• Where autonomy earns trust (and where it shouldn't)
• 10 signals every multi-site operator should watch

The Operational
Ontology 2026.

An industry-aware schema for decision systems. Specifies an eighteen-type core ontology across six domains, seven industry extensions, governance-lens binding, and counterfactual outcome attribution. The companion to our 2026 field study.

• Why operations needs a shared ontology
• The 18-type core schema across six domains
• Seven industry extensions, one extension grammar
• Governance-as-lens binding (HIPAA, ISO 42001, NERC CIP, GoC)
• Counterfactual outcome attribution

• Why fusion is an entity-resolution problem
• The 6-layer fusion stack (ingest → audit)
• ISR extension: 6 new types on the 18-type core
• Spatiotemporal alignment + uncertainty propagation
• Cross-classification fusion + lineage chain
• SWaP-aware edge deployment, phased

Multi-Domain
Fusion 2026.

An ontology-first architecture for real-time, explainable, policy-aware situational awareness across heterogeneous modalities. The methodology backbone for our IDEaS Multi-Domain Fusion Challenge response.

Signal-to-Decision
Latency 2026.

Reproducible reference benchmark. Three architecture baselines, four percentile measurements, modality-drift comparison, public dataset on request. The category needs a public reference; we published one.

• Fatigue, fairness, and shift-market economics
• Where AI scheduling earns operator trust
• Cost of mis-staffed minutes in 24/7 ground ops
• Compliance horizons across labour-law regimes
• Incentive pricing without runaway cost

State of Workforce
Intelligence in 24/7
Ground Operations 2026.

The workforce companion to our facilities report. A structured study of how 24/7 operators, aviation, healthcare, security, transit, hospitality, actually run scheduling, fatigue, fairness, and incentive markets when minutes cost money and rest rules are non-negotiable.