Extensible Sensor Framework
Source-agnostic sensors that measure the shape and ratios of transactional data — not individual transactions. Each sensor independently measures the 3 Tensions, and each holds standalone value.
Why AI Fails Without Organisational Physics
AI is a multiplier, not a fixer. It amplifies whatever tension balance already exists. In an execution-dominated environment, AI accelerates the suppression of innovation and knowledge flow. Individual metrics measure isolated dimensions — but nothing measures the tensions between them. Without understanding the behavioural physics, AI accelerates dysfunction.
How Sensors Work
Sensor Architecture
- → Source-Agnostic: M365, Slack, Google Workspace, any platform
- → Data Shapes: Ratios of actions, not individual transactions
- → Cross-Sensor: Combine for Say/Do gap analysis
- → Physics-Based: Measures Innovation, Execution, Knowledge Flow
Extensibility
- → Plug in any collaboration or HR platform
- → Each sensor has standalone value for the 3 Tensions
- → Metadata patterns only — never reads content
What Sensors Measure
Tension Patterns
- → Innovation: exploration vs. exploitation — ambiguity tolerance vs. variance reduction
- → Execution: local search efficiency vs. cognitive overload
- → Knowledge: tacit knowledge flow vs. defensive silos
Cross-Sensor Analysis
- → Compare survey responses with observed collaboration
- → Project plans vs. team engagement signals
- → Communication patterns vs. information flow networks
Physics-Based Drivers
- → Which behavioural paradigm dominates — and what it suppresses
- → Where systemic distortion forces teams out of their natural shape
- → Where change has velocity vs. where cognitive bandwidth is exhausted
Small Signals
- → Micro-variances below 1.0 that macro dashboards miss
- → Early warning before small shifts become major problems
- → Where competing initiatives cancel each other out
Current Status
What Works Today
- ✓ Full pipeline: upload CSV → results in ~7 minutes
- ✓ Tension measurement across Innovation, Execution, Knowledge Flow
- ✓ Cross-sensor analysis (survey + collaboration data)
- ✓ Extensible sensor framework (2 sensors live)
- ✓ Multi-tenant isolation with complete audit logging
Coming Soon
- → Row-Level Security at database layer
- → Multi-region GDPR-compliant deployment
- → SOC 2 Type II certification
- → Real-time streaming and anomaly alerts