PIONEERS-6G KPI / KVI mapping Target values and the set of solutions envisioned for achieving them.
KPI ID KPI Description PIONEERS-6G Target(s) PIONEERS-6G Solution(s) Relevant KV areas: KVIs
K1 IoT device energy consumption ≥ 20% reduction in energy consumption* AI/ML device radio connectivity operation modes; on-device efficient AI/ML execution Environmental & Societal SustainabilityE-waste and/or CO₂ emission reduction; enabling IoT services requiring on-device AI/ML
K2 IoT on-device security 100% of devices with attestable inference capability AI/ML on-device security mechanisms Trust, Integrity, PrivacyTrust and Integrity scores
K3 IoT connection reliability ≥ 20% increase in service availability* AI/ML TN-NTN multi-connectivity solutions Environmental & Societal Sustainability, Digital inclusionEnabling IoT services in challenging areas
K4 IoT accuracy in positioning estimates Horizontal positioning accuracy: 20 cm; ≥ 20% in horizontal and vertical accuracy* Multi-technology AI/ML positioning solutions Societal & Economic SustainabilityEnabling IoT services requiring accurate user/device positioning
K5 IoT accuracy in sensing estimates Enabling functionality*; accuracy of positioning / speed estimates by sensing: 1 m / 1 m/s Multi-technology AI/ML ISAC solutions Societal & Economic Sustainability, SafetyEnabling IoT services requiring accurate environmental sensing
K6 IoT system resiliency < 2% traffic dropped during data plane reconfiguration CN enhancements for AI/ML inter-domain orchestration Societal & Economic Sustainability, Digital SovereigntyEnabling cost-efficient IoT service deployment
K7 IoT real-time charging / billing Enabling functionality in real-time* Introduction of the Trustworthy Accountability Component (TrustAC) in the CN Societal & Economic Sustainability, Digital sovereigntyEnabling cost-efficient IoT service deployment
K8 IoT proactive anomaly detection and management Enabling functionality in real-time* Introduction of dedicated AI/ML agents in the CN Societal & Economic Sustainability, TrustEnabling secure and autonomous operations for IoT services
K9 IoT compliance with privacy regulations (ETSI EN 303 645, EU CRA) ≥ 90% compliance reporting coverage, with near real-time detection of anomalous behaviour CN solutions for AI/ML security mechanisms Trust, Integrity, PrivacyTrust and Integrity scores
* Compared to existing 5G/5G-A IoT solutions.

PIONEERS-6G KPI / KVI Mapping

Tap a tile to expand the target, solution, Key Value Indicator and the use case(s) it validates.

Target
≥ 20% ↓reduction in energy consumption*
Solution

AI/ML device radio connectivity operation modes; on-device efficient AI/ML execution.

KVI
Environmental & Societal Sustainability

E-waste and/or CO₂ emission reduction; enabling on-device AI/ML.

Validates use case(s)
IIoTUGIoTUWIoT
Target
100%of devices with attestable inference capability
Solution

AI/ML on-device security mechanisms.

KVI
Trust, Integrity, Privacy

Trust and Integrity scores.

Validates use case(s)
IIoTUGIoTUWIoT
Target
≥ 20% ↑increase in service availability*
Solution

AI/ML TN-NTN multi-connectivity solutions.

KVI
Environmental & Societal SustainabilityDigital inclusion

Enabling IoT services in challenging areas.

Validates use case(s)
IIoTUWIoT
Target
20 cmhorizontal accuracy · ≥ 20% better in H & V*
Solution

Multi-technology AI/ML positioning solutions.

KVI
Societal & Economic Sustainability

Enabling IoT services requiring accurate user/device positioning.

Validates use case(s)
IIoTUGIoT
Target
1 m / 1 m/ssensing accuracy · enabling functionality*
Solution

Multi-technology AI/ML ISAC solutions.

KVI
Societal & Economic SustainabilitySafety

Enabling IoT services requiring accurate environmental sensing.

Validates use case(s)
IIoTUGIoT
Target
< 2%traffic dropped during data-plane reconfiguration
Solution

CN enhancements for AI/ML inter-domain orchestration.

KVI
Societal & Economic SustainabilityDigital Sovereignty

Enabling cost-efficient IoT service deployment.

Validates use case(s)
GIoT
Target
Real-timeenabling functionality in real-time*
Solution

Introduction of the Trustworthy Accountability Component (TrustAC) in the CN.

KVI
Societal & Economic SustainabilityDigital sovereignty

Enabling cost-efficient IoT service deployment.

Validates use case(s)
GIoT
Target
Real-timeenabling functionality in real-time*
Solution

Introduction of dedicated AI/ML agents in the CN.

KVI
Societal & Economic SustainabilityTrust

Enabling secure and autonomous operations for IoT services.

Validates use case(s)
GIoT
Target
≥ 90%compliance reporting coverage, near real-time detection (ETSI EN 303 645, EU CRA)
Solution

CN solutions for AI/ML security mechanisms.

KVI
Trust, Integrity, Privacy

Trust and Integrity scores.

Validates use case(s)
GIoT