Your solar exposure is growing. Your visibility into it isn't.
Solar is the #1 driver of criticized loan growth at major project finance banks. The problem isn't defaults — it's that deterioration is invisible until a borrower-prepared report lands four to six months late. LCOE.ai closes that gap, deployed against $250B in active US solar loans.
Market Context · Project Finance Solar
The Scale of the Problem
YoY growth in criticized solar loans+40% (2025)
US solar debt financing, Q1 2026$8.9B — decade high
Avg PV underperformance vs. forecast8.6% (kWh Analytics)
Annual economic leakage — US solar$2.5–5.5B
Typical detection lag4–6 months
LCOE.ai detectionDay of occurrence
Solar loans rarely go to zero. They bleed value through stale data, missed covenants, and late detection — long before default.
The Problem
The default-loss pool is millions. The performance-leakage pool is billions.
Lender credit losses after recoveries are bounded — $100–300M annually. The real exposure is the $2.5–5.5B in annual economic leakage across underperformance, debt stress, waivers, and late detection. By the time a borrower's quarterly report arrives, the damage is already months old.
"The borrower's Q2 report looked fine. LCOE.ai showed us actual production was 14% below model — for six months."
Annual Economic Leakage — US Solar
Lender credit losses (net of recoveries)$100–300M
Revenue lost to underperformance & equipment$1.0–3.0B
Tax equity & sponsor production shortfalls$500M–1.5B
Total annual economic leakage$2.5–5.5B
🗓️
4–6 month detection lag
Borrower-prepared quarterly reports arrive late. Covenant drift, DSCR erosion, and production shortfalls compound invisibly in the gap.
📂
No independent verification of borrower data
Each borrower submits in their own format. Manual ingestion is slow, error-prone, and not tied to actual performance data.
🔎
Covenants exist in documents, not systems
DSCR thresholds and reserve requirements live in the loan agreement — but no live system watches them against actual project performance.
What LCOE.ai Delivers
Continuous, independent, covenant-aware intelligence on every loan.
Direct integration with 14+ monitoring platforms. The same data the operator sees — at the same time, not at the next quarterly report.
i
Every covenant parsed and monitored.
LCOE.ai reads the loan agreement, LLCA, PPA, and pro forma. Every covenant is mapped to the live data stream that governs it. Breaches surface the day they occur.
DSCR, uptime, reserve covenants mapped to live data
Notification events triggered automatically
Cure period tracking from day one
Full loan document ingestion
ii
Live data — independent of the borrower.
Direct API integration with 14+ monitoring platforms. You see the same data the operator sees — independently, in real time.
14+ monitoring platform integrations
Production vs. P50/P90 model, updated daily
Borrower-reported vs. actual — side by side
Format-normalized regardless of submission type
iii
A watchlist that writes itself.
Every loan AI-ranked by emerging risk. Performance drift, DSCR trending, and covenant proximity surfaced continuously.
Portfolio-wide risk ranking, updated live
DSCR trending and covenant proximity alerts
Performance drift flagged before reports arrive
Early-action window — weeks before breach
iv
Examiner-ready by default.
A single, time-stamped source of record for every loan. Variance, covenant status, and risk classification continuously documented and exportable.
Timestamped covenant monitoring history
Borrower report vs. independent data record
Risk classification documentation
Export-ready for regulatory examination
Illustrative ROI
A regional bank with $2B in solar exposure.
At 8.6% average production underperformance — the industry mean — the leakage exposure on the revenue base alone is material. The cost to monitor it is less than 1 basis point of exposure protected.
$25–50M
Annual leakage
At 8.6% miss on a $2B book's revenue base — the exposure LCOE.ai identifies and helps arrest.
4–6 mo
Detection lag eliminated
Issues surface the day they occur — not the quarter after a borrower-prepared report.
< 1 bps
Cost of monitoring
Less than a single basis point of the exposure protected. ROI compounds across every loan in the book.
📋
Examiner-ready
Time-stamped source of record per loan. Exam prep becomes a download.
The Product
Your entire solar book. One view.
Continuous performance monitoring, independent borrower report verification, and covenant intelligence — all in one place.
LCOE.ai · Portfolio Monitor · Lender View
Lending Book
◀ Project Detail
Alerts & Actions
Audit Trail
click tabs · click rows to drill in
12
Projects Monitored
Real-time
2
Report Variances
vs. actual data
3
Covenant Watch
DSCR approaching
0
Missed Events
YTD
↓ Click any project to open full detail view
Project
Performance vs. Model
Borrower Report
Variance
DSCR (Live)
Covenant
Status
Pecos Solar I — TX
−14.2% vs P50
−2.1% reported
12.1% gap 🔴
1.21×
0.01× buffer
REVIEW
Sunbelt Portfolio — AZ
−6.8% vs P50
+0.4% reported
7.2% gap 🟡
1.27×
0.07× buffer
WATCH
Clearfield Solar — NV
+1.4% vs P50
+1.2% reported
0.2% gap ✓
1.44×
0.19× buffer
OK
Blue Ridge PV — GA
−0.8% vs P50
−0.9% reported
0.1% gap ✓
1.38×
0.18× buffer
OK
Pecos Solar I — West Texas REPORT VARIANCE
18.4 MW · Term loan · Origination: Mar 2022
Live Performance vs. Model
P50 annual production42,800 MWh
Actual YTD (annualized)36,720 MWh
Variance vs. P50−14.2%
Availability (live)88.4%
Degradation trend+0.8%/yr above norm
Borrower Report vs. Actual
Q2 borrower-reported41,920 MWh
Independent measured36,720 MWh
Variance5,200 MWh · 12.4%
DSCR per borrower1.31×
DSCR per actual data1.21×
⚠ Borrower-reported DSCR masks actual covenant proximity.
Covenant Status (Live)
Min DSCR covenant1.20×
Actual DSCR1.21× — 0.01× buffer
Notification triggerActive — Day 6
Cure period remaining24 days
Reserve fund68% funded
Sunbelt Portfolio — Arizona WATCH
24.1 MW · Construction-to-perm
Performance vs. Model
Actual vs. P50 (YTD)−6.8%
Borrower-reported+0.4%
Gap7.2% — under review
DSCR (live)1.27× — 0.07× buffer
Performance trending below model. Watch closely.
Covenant Status
Min DSCR1.20×
Reserve fund68% funded
Notification triggerNot triggered
Recommended action30-day watch
Clearfield Solar — Nevada COMPLIANT
31.2 MW · Term loan
Performance vs. Model
Actual vs. P50+1.4%
Borrower-reported+1.2% (verified)
Availability97.8%
DSCR1.44× — 0.19× buffer
Performance above model. No action required.
Covenant Status
Min DSCR1.25×
Current DSCR1.44×
Reserve fundFully funded
Blue Ridge PV — Georgia COMPLIANT
12.6 MW · Term loan
Performance vs. Model
Actual vs. P50−0.8%
Borrower-reported−0.9% (verified)
Availability96.2%
DSCR1.38× — 0.18× buffer
Performing in line with model. No flags.
Covenant Status
Min DSCR1.20×
Reserve fundFully funded
Next reviewRoutine
Active Alerts & Recommended Actions
🔴
Pecos Solar I — Borrower Report Variance + DSCR Risk
12.4% reporting variance vs. independent data. Actual DSCR 0.01× from breach. Formal cure plan required.
🟡
Sunbelt Portfolio — Trending Below Model
6.8% below P50 YTD. 7.2% reporting gap under review. Monitor 30 days.
✅
10 Projects — Verified & Compliant
Independent data matches borrower reporting within 0.5%. All covenants within parameters.
Audit Trail
Date
Project
Event
Independent
Borrower Report
Action
Jun 30
Pecos Solar I
Q2 variance flagged
36,720 MWh
41,920 MWh
Alert sent
Jun 10
Pecos Solar I
DSCR crossed 1.25×
1.21×
1.31×
Notification triggered
Jun 8
Sunbelt
Reserve shortfall
Live
—
Watch alert
Apr 1
All Projects
Q1 reports received
12 projects
11 verified · 1 flagged
Variance noted
Ask AI about your loan book
AI
LCOE.ai Assistant
Connected to your loan book
Hi — I'm your LCOE.ai assistant. Ask me about covenant proximity, borrower reporting variance, DSCR trends, and risk classification across your loan book.
LCOE.ai · grounded in independent monitoring data
30-day pilot. 10 loans. No commitment.
We'll connect to your existing monitoring data and map your covenant package. Most books are live within 30 days.