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Multi-Gigawatt Renewable Portfolio Yield Benchmarking & Loss Attribution

An infrastructure investment fund overseeing 3.2GW of operational wind and solar assets across 45 project companies.

Runs onSantulan
recoverable generation losses across 8 underperforming solar
$4.1Mrecoverable generation losses across 8 underperforming solar
accelerated monthly portfolio financial reporting turnaround
30 daysaccelerated monthly portfolio financial reporting turnaround

How the work runs

The pressure that made this worth automating, the steps the system runs, and what came out the other side.

Pressure & Trigger Points

  • Executive leadership lacked a single unified platform to evaluate which project companies and O&M contractors were performing below financial yield models.
  • Monthly performance reports from O&M vendors were delayed by 30 days and used inconsistent loss categorization definitions.
  • Isolating whether underperformance was caused by bad weather, equipment degradation, or grid curtailment was difficult.

The run · 5 operational steps

Click any step to inspect telemetry signals, model reasoning, and governance gates.

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1

Unified Portfolio Asset Command Center

Santulan aggregates SCADA, weather data, revenue contracts, and O&M ticket logs across all 45 project companies into one cockpit.

Input Signal:

Real-time operational telemetry & queue

Reasoning Pattern:

MCP grounded vector inference

Governance Gate:

Policy constrained with audit write-back

Verified Business Outcomes

  • Identified $4.1M in recoverable generation losses across 8 underperforming solar and wind projects.
  • Enforced O&M contractor SLA compliance penalties using objective automated SCADA data logs.
  • Accelerated monthly portfolio financial reporting turnaround from 30 days to instant live dashboards.

Capabilities this relies on

  • signal ingestion
  • forecasting
  • anomaly detection
  • scenario simulation
  • alert routing

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