- Out of box multi-vendor analytics 2G/3G/4G/5G
- Transforms all engineering use cases
- Scalable, repeatable and data-centric
- RAN data engineering pipeline ready
- Time-series configuration KPI analysis
- Best-in-class visualisation designed for Tableau
a RAN analytics adventure
Network configuration intelligence
systematically maximises ROI via human-in-the-loop analytics
QNET Digital RAN
Reimagines today's RAN configuration via analytics
NEXTG Guided AI
Augments optimisation with selective AI enablement
- RAN ML feature engineering
- Ranking/scoring for network features and capacity
- Config replacement recommendations through context clustering
- Traffic utilisation forecasting
- Configuration alignment through context-based clustering
Masterclass
Practical steps to RAN analytics mastery
- Introduction to RAN engineering analytics
- Foundation method for RAN analytics
- How to selectively apply AI/ML in RAN
- In-house skills development
With interactive RAN engineering dashboards
For any audience from engineers to executives
Understandable and measurable
Rich Use-Case Visualisation
- Visualise RAN configuration with KPI
- Build your use cases through storyboards
Business Case Reporting
- Dashboards that show business case value
- Easily tailored to different audiences
Flexible Interface
- Schedule and auto-refreshed reporting
- Programmatic user API for those custom dashboards
CAPEX avoidance
Squeeze every last bit of capacity out of your network through machine-guided recommendations
OPEX reduction
Expand the number of RAN use cases that have realisable business value in 75% less engineering time
Revenue through quality
Improve the bottom 25% of the network using analytics to increase overall service quality
A SAMPLE OF RADIO NETWORK FEATURES
2G, 3G,4G and 5G configuration is transformed into analytically driven data patterns. This means almost ANY use case can be built, visualised and correlated with KPI with no coding.
And then reported against a business case and examined against a timeline.
RAN Optimisation
- Inter/Intra node neighbour relationships
- Power audits
- Remote electrical tilts
- Planning alignment (scrambling, PCI)
- Custom use cases
Network Consistency
- Network modelling & layer strategy
- Multi-baseline consistency
- Multi-site special events
- Multi-dependency optimisation (railways, tunnels, borders, NB-IOT)
5G & RAT Interoperability
- 5G interop consistency with 4G
- NSA uplink/downlink alignment
- Inter-RAT neighbour alignments
- Pico, Femto, Small Cells support
Multi Vendor Alignment
- Inter-vendor consistency
- Inter-vendor neighbour alignments
- Vendor parameter release management
- Side-by-side RAN vendor comparison
Deployment & Upgrades
- Network rollout history & quality vs SLA
- Software upgrade timeline & quality vs SLA
- Site on-air/off-air
- New site parameter alignment
- Decommissioning progress
Network Trends
- Selective feature comparison against KPI over 30-180 days
- Layer configuration performance
- Multi-dimensional configuration KPI (MIMO sites, small cells)
- Network parameter changes against KPI
Feature Engineering
- Feature labelling
- Rule-based tagging
- Sequence labelling
- Configuration labelling
- Geo-spatial distance labelling
Machine Analysis
- Maching-based scoring & ranking
- Capacity throughput and congestion scoring
- Hardware utilisation correlation
- Power utilisation correlation
Machine Prediction
- Baseband Congestion
- Layer Configuration Prediction
- Selective configuration replacement recommendations