Scenario 02
The Recommendation
Not nine hundred KPIs. One recommendation. Specific. Quantified. Actionable. This is what Synestra's output looks like — and what it doesn't look like.
Scenario: Illustrative hyperscale campus. Synthetic data.
What most systems produce
847 active alerts
23 thermal threshold breaches
6 power quality events
112 cooling anomalies
4 network latency warnings
No economic context. No causal chain. No recommended action.
23 thermal threshold breaches
6 power quality events
112 cooling anomalies
4 network latency warnings
No economic context. No causal chain. No recommended action.
What Synestra produces
1 consequence identified
1.8 MW recoverable
2.1% GPU utilization improvement
1 recommended action
Causal chain traced. Economic impact quantified. Action specified.
1.8 MW recoverable
2.1% GPU utilization improvement
1 recommended action
Causal chain traced. Economic impact quantified. Action specified.
The Synestra advisory output
Consequence Advisory · Hall B · Priority: High
Cooling oscillation detected — recoverable impact identified
Detection
Cooling Loop 3 oscillating ±2.1°C at 14-minute period
Affected area
Hall B, Rows 8–22 (64 racks, 1,280 GPU nodes)
Consequence chain
Cooling oscillation → thermal margin reduction → GPU clock throttling
Recoverable power
1.8 MW
GPU utilization improvement
+2.1%
Annualized impact (if unaddressed)
Modeled — see EA report
Similar patterns in history
3 prior occurrences — all self-resolved, none connected to economic impact
Recommended Action
Adjust Cooling Loop 3 setpoint from 16.5°C to 17.0°C
This setpoint adjustment is projected to eliminate the oscillation. Synestra will monitor for 2 hours post-adjustment and confirm consequence resolution. If oscillation persists, secondary recommendation will be generated.
What happens after the operator acts
Synestra monitors the outcome, validates whether the consequence was resolved, and stores the result in the consequence library. If the adjustment worked, the pattern is validated — and the next occurrence, anywhere in the portfolio, benefits from this resolution. If it didn't work, Synestra generates a follow-on advisory with the secondary recommendation. Every outcome, in either direction, makes the system smarter.