Scottish Energy EfficiencyScottish Energy Efficiency
Check My Roof
AI-Powered Platform

AI-Powered Energy Intelligence

Combining satellite roof analysis with real-time battery arbitrage optimisation. Self-improving ML models retrained daily on Scottish energy data.

Last refreshed: 3:33:14 PM

+12%
2,847
Total Analyses
+8%
1,234
Active Trades
+2.1%
94.2%
Model Accuracy
6
Daily Updates

Live Market Monitor

Updated 2 min ago
Current Wholesale
9.0p
+0.2p vs prev
Retail Spread
8.3p
margin over wholesale
Best Buy Window
05:30 - 06:00
5.7p/kWh
Best Sell Window
16:00 - 16:30
20.1p/kWh

Market Signals

Peak PricingCurrent wholesale price exceeds 18p/kWh threshold
Off-Peak OpportunityLow wholesale price — ideal time to charge batteries
Arbitrage Window14.4p spread between min and max today

System Alerts

8

Price Spike Detected

Evening peak wholesale hit 22p/kWh — 38% above 30-day average. Arbitrage engine auto-selling stored capacity.

2 min ago

Model Drift Detected

price-predictor-v3 RMSE increased 12% over 48h window. Retraining triggered automatically.

18 min ago

Battery SoC Below 20%

Site GLA-0042 battery dropped to 17% SoC. Holding reserve for evening peak window.

25 min ago

Cloud Cover Forecast Changed

Met Office updated cloud forecast +30% for Glasgow region. Expected generation revised down 1.8 kWh.

41 min ago

High Wind Warning

Wind speeds forecast 45mph gusting 60mph. Panel output may be curtailed for safety across 12 sites.

1 hour ago

Retail Spread Narrowing

Wholesale-retail spread fell to 3.1p/kWh — below 4p profit threshold. Pausing non-essential discharge cycles.

1 hour ago

Daily Retraining Complete

roof-vision-v2 retrained on 1,247 new images. Accuracy stable at 94.2% mAP across all roof types.

1.5 hours ago

Satellite Scan Processed

New scan batch processed 847 roofs across G1-G5 postcodes. 23 flagged for follow-up assessment.

2 hours ago

Weather Data Ingested

35 records ingested from Met Office and OpenWeather APIs. Solar irradiance forecasts updated for next 72h.

2.5 hours ago

Arbitrage Optimizer Improved

Reinforcement learning agent improved daily yield by +0.3% after overnight parameter sweep.

3 hours ago

Morning Peak Pricing Normalized

Wholesale price returned to 9.4p/kWh after 07:00-09:30 peak. All discharge schedules completed successfully.

3.5 hours ago

Overnight Charging Optimized

All 34 active batteries charged during 01:00-04:30 Agile window at avg 6.2p/kWh. Savings vs flat rate: 41%.

4 hours ago
2 critical4 warning4 infolast 24h

7-Day Solar Forecast

3 Apr – 9 Apr
Region
Fri
3 Apr
Sat
4 Apr
Sun
5 Apr
Mon
6 Apr
Tue
7 Apr
Wed
8 Apr
Thu
9 Apr
Central Scotland
2.6
1.59 kWh/m²
2.9
1.70 kWh/m²
4.8
2.48 kWh/m²
4.4
2.34 kWh/m²
3.5
1.94 kWh/m²
5.0
2.57 kWh/m²
5.0
2.57 kWh/m²
Highlands
4.0
2.17 kWh/m²
3.5
1.95 kWh/m²
2.7
1.64 kWh/m²
2.0
1.34 kWh/m²
3.2
1.83 kWh/m²
3.0
1.75 kWh/m²
4.4
2.32 kWh/m²
North-East
2.4
1.48 kWh/m²
3.9
2.13 kWh/m²
3.9
2.14 kWh/m²
4.2
2.23 kWh/m²
5.0
2.59 kWh/m²
4.9
2.54 kWh/m²
2.5
1.53 kWh/m²
Tayside & Fife
5.1
2.64 kWh/m²
5.6
2.83 kWh/m²
2.3
1.46 kWh/m²
3.5
1.98 kWh/m²
6.2
3.08 kWh/m²
3.1
1.80 kWh/m²
3.5
1.97 kWh/m²
South Scotland
3.5
1.95 kWh/m²
5.1
2.64 kWh/m²
4.0
2.15 kWh/m²
4.9
2.53 kWh/m²
6.7
3.31 kWh/m²
4.7
2.47 kWh/m²
6.7
3.29 kWh/m²

Regional Summary

Central Scotland
4.0h
avg daily sunshine
60.8 kWh
est. weekly generation
Highlands
3.3h
avg daily sunshine
52.0 kWh
est. weekly generation
North-East
3.8h
avg daily sunshine
58.6 kWh
est. weekly generation
Tayside & Fife
4.2h
avg daily sunshine
63.0 kWh
est. weekly generation
South Scotland
5.1h
avg daily sunshine
73.4 kWh
est. weekly generation

Generation Outlook

GoodAvg 4.1h sunshine/day across all regions

Cross-System Intelligence

Roof AI + Arbitrage Engine joint optimizations

Today's P&L:£15.28+3.3% vs predicted
Roof AI
Decision Engine
Arbitrage

Solar-Battery Sync

Executed at 08:00
£5.14
predicted £4.72
Solar Yield
18.4 kWh
Battery In
12.2 kWh
Battery Out
10.8 kWh
Confidence
W:92%M:87%

High solar yield predicted (92% confidence). Charging battery during peak generation 10:00-14:00, discharging during evening peak 16:00-19:00 at 21.3p/kWh wholesale.

Demand Response

Executed at 03:00
£4.21
predicted £3.89
Solar Yield
6.1 kWh
Battery In
13.5 kWh
Battery Out
13.5 kWh
Confidence
W:78%M:94%

Grid demand spike predicted 17:00-19:00. Pre-charging battery from grid at 7.2p/kWh overnight, exporting at ancillary rate 38p/kWh during demand response window.

Grid Export Optimization

Executed at 06:00
£5.93
predicted £6.18
Solar Yield
22.7 kWh
Battery In
8 kWh
Battery Out
14.7 kWh
Confidence
W:95%M:82%

Clear skies forecast with 7.2h sunshine. Excess generation above battery capacity exported to grid. Split between wholesale (60%) and ancillary (40%) markets for optimal return.

£15.28
Daily Revenue
0.87
Avg Confidence
3
Optimizations Today

Roof AI Analysis Engine

Satellite Imagery Processing

98.1% coverage

Real-time roof scanning via Sentinel-2 multispectral data

Computer Vision Monitoring

94.2% accuracy

Defect detection across tiles, flashing, and guttering

Weather Pattern Forecasting

91.8% accuracy

7-day solar generation prediction with hourly resolution

Seasonal Shading Analysis

96.4% accuracy

12-month shade mapping using sun-path simulation

Building Code Compliance

Active

Automated regulation checks against Scottish standards

Self-Improving ML Models

Auto-retrain

Daily retraining pipeline with new labelled data

Model Specifications

Current Modelroof-vision-v2.4
ArchitectureCNN + Transformer hybrid
Training Data47,000 Scottish rooftops
Accuracy94.2% (condition detection)
Update FrequencyDaily at 02:00 UTC
Try Roof Analysis

Arbitrage Intelligence Engine

Real-Time Market Monitoring

144/day

Wholesale, retail, and ancillary market price feeds

Grid Demand Forecasting

89.7% accuracy

24-hour ahead prediction with 30-min granularity

Dynamic Pricing Optimization

+23% ROI

Profit maximisation algorithms across tariff windows

Multi-Market Integration

3 markets

3 energy markets monitored simultaneously

Risk Management Protocols

Active

Automated stop-loss and exposure limits

Predictive Maintenance Alerts

99.1% uptime

Battery health monitoring and degradation forecasting

Trading Performance

Current Modelprice-predictor-v3.1
AlgorithmLSTM + Attention mechanism
Markets Monitored3 (wholesale, retail, ancillary)
Prediction Accuracy89.7%
Avg Daily Profit£3.42/kWh capacity
Try Arbitrage Calculator

AI Model Performance

roof-vision-v2Active
94.2%
47K training samples2 hours ago
price-predictor-v3Active
89.7%
2.1M price points4 hours ago
arbitrage-optimizer-v2Active
91.3%
890K trades6 hours ago

Data Pipeline Status

Weather API

Open-Meteo

Last Update06:00
Records35/day
Next Run12:00
Energy Market Feed

Elexon/BMRS

Last Update05:30
Records144/day
Next Run06:00
Satellite Imagery

Sentinel-2

Last Update02:00
Records12/day
Next Run02:00 tomorrow
Model Retrain Pipeline

Internal

Last Update03:00
Records3 models
Next Run03:00 tomorrow

Technical Architecture

End-to-end pipeline from raw data ingestion to continuous model improvement.

1

Data Ingestion

  • Weather feeds (Open-Meteo)
  • Market data (Elexon/BMRS)
  • Satellite imagery (Sentinel-2)
  • User property data
Live
2

AI Processing

  • Model training pipelines
  • Real-time predictions
  • Feature engineering
  • Anomaly detection
Live
3

Decision Engine

  • Trade execution logic
  • Risk management layer
  • Portfolio optimisation
  • Alert generation
Live
4

Continuous Learning

  • Performance monitoring
  • Automated retraining
  • A/B model testing
  • Drift detection
Live

Ready to Harness AI for Your Energy System?

Let our self-improving models analyse your roof and optimise your battery earnings automatically.

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