AI Insights
Machine learning predictions, health assessments, and optimization recommendations
4
Active Insights
84%
Avg Confidence
11
Recommendations
yield prediction89% confidenceZone: z16/15/2024, 6:00:00 AM
Yield Forecast: Zone Alpha
Based on current growth rates, Zone Alpha bins are projected to yield 28.4 kg processed weight this cycle — 6% above baseline.
Model Confidence89%
Recommendations
- 1Maintain current feed schedule
- 2Begin harvest prep for bins A-01, A-03 by June 18
projected yield kg: 28.4
baseline kg: 26.8
variance pct: 6
health assessment73% confidenceZone: z46/15/2024, 8:00:00 AM
Nursery Health Alert
Computer vision analysis detected unusual clustering behavior in 3 nursery bins — possible early indicator of disease or stress.
Model Confidence73%
Recommendations
- 1Inspect bins N-01 through N-03 manually
- 2Check feed quality for Starter Mash lot #47
- 3Isolate affected bins if symptoms confirmed
affected bins: 3
pattern: clustering
risk level: moderate
feed optimization82% confidence6/14/2024, 12:00:00 PM
Feed Conversion Optimization
Analysis of 90-day feed data suggests switching Grow-Out zones to a 60/30/10 grain/vegetable/supplement ratio could improve FCR by 8-12%.
Model Confidence82%
Recommendations
- 1Trial new ratio in Zone Beta first
- 2Monitor for 2 full cycles before full rollout
- 3Expected cost savings: $240/month
current fcr: 1.72
projected fcr: 1.55
savings monthly: 240
anomaly detection91% confidenceZone: z76/15/2024, 10:00:00 AM
Zone Gamma CO2 Anomaly
CO2 readings in maintenance zone are 40% higher than expected for empty bins — possible ventilation failure or organic decomposition.
Model Confidence91%
Recommendations
- 1Immediate ventilation check
- 2Inspect for remaining organic matter
- 3Clear zone before reactivation
expected co2: 400
actual co2: 560
deviation pct: 40