The era of Living Intelligence

Closer to your ideal efficiency — in real time

LiveIQ compares how your operation is performing vs. how it should perform ideally — then prescribes actions to close the gap. Powered by AI + IoT. Applicable across transport, construction, mining, industry and logistics.

EV
Living Efficiency Index (0–100)
7
Layers of real-time intelligence
3
Docs: EN · ES · PT

What makes LiveIQ different?

Comparative model
Real vs Ideal performance (per asset/process).
Prescriptive in the flow
Next-best-action with safety constraints.
Universal ontology
Standard KPIs, units, provenance, governance.
Edge + Cloud
Low-latency insights across mixed environments.

Manifesto

From reactive telemetry to Living Intelligence

The world doesn’t need more data — it needs intelligence that understands purpose. LiveIQ keeps efficiency alive by continuously measuring, learning and optimizing operations against an ideal model, in real time.

Purpose-aware
Every metric is meaningful only vs. its ideal.
Action-first
Prescriptions, not just alerts or reports.
Cross-industry
Transport, industry, energy, logistics, mining.

LiveIQ-M / LiveIQ-O

Universal model & ontology

LiveIQ-M (Mathematical)

Minimize an operational loss 𝓛 subject to safety/legal constraints and derive the Living Efficiency Index EV ∈ [0,100].

  • Discrepancy: Δ = φ((real − ideal)/context scale)
  • EV = 100·exp(−𝓛); dimension EV via weighted components
  • Prescription: SHAP/attribution, counterfactual EV, MPC/RL

LiveIQ-O (Ontology)

Common vocabulary for assets, processes, timeseries, KPIs, models, context, constraints, events and actions.

  • Aligned with W3C SSN/SOSA, QUDT/UCUM, PROV-O, TIME
  • Classes: li:Asset, li:Process, li:KPI, li:Model, li:EVIndex…
  • Governance: versions, weights, thresholds, provenance

Architecture

7 layers of real-time intelligence

From capture to action, with human-centered visualization.

1. Capture

Sensors, IoT, CAN, GPS, SCADA

2. Edge

Normalize, sync, validate

3. Ideal Model

Physics · Historic · ML

4. Comparator

Real vs Ideal, Δ

5. AI Core

Explain · Predict · Prescribe

6. Action

Rules · MPC · RL

7. Human IQ

Dashboards & UX

KPIs

Living Efficiency across dimensions

Operational
Cycle efficiency, queues, utilization
Energy
Specific consumption (l/ton·km, kWh/unit)
Safety
Compliance vs exposure, dynamic limits
Maintenance
Severity of use, RUL, condition
Quality/ESG
Defects, emissions, sustainability
EV Total
Weighted geometric aggregation

Industries

Where LiveIQ shines

Transport & Mobility
Eco-driving, routes, occupancy
Construction & Mining
Load-haul cycles, payload, idle
Industrial
Setpoints, throughput, quality
Logistics
Dock, slotting, yard ops
Energy
Efficiency vs demand & weather
Smart Cities
Traffic, fleets, sustainability

White Paper

Download LiveIQ v1.0

Executive vision + LiveIQ-M/O + Architecture + KPIs + Roadmap.

LOADIQ – by Nextop

Operational intelligence for construction, mining and logistics. Transforms field data into actionable insights to improve cycle times, utilization and fleet productivity — powered by LiveIQ.

Explore LOADIQ

Contact

Let’s talk about your ideal efficiency

Book a 20-minute discovery call. We’ll map your KPIs to LiveIQ, estimate EV impact and draft a pilot plan.

Contact details

Nextop LDA
Portugal
[email protected]

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