Approach

How Amperis works — every primitive auditable.

Four primitives. One ledger. The borrower’s meter is the lender’s invoice. Vault custody runs on RWA rails; Amperis contributes the calibrated underwriting, IoT M&V, and reproducible audit trail.

21 featuresBackbone72 ECM headsBuilding · area, ageBaseline · kWh, tariffEquipment · class, countOccupancy · profileTenor · schedulePINNunified72-ECM corpus21 featuresper-ECM σP5P50P95Calibrated 90% PI

Four primitives. One auditable vault.

Vault custody and settlement run on the underlying RWA protocol (Centrifuge / Huma). Amperis contributes the four layers above: calibrated underwriting, on-the-meter verification, share-of-savings tokenization, and tranched pool composition.

P / 01

Share-of-savings tokens

Each project mints a token backed by measurable energy savings. Distributions accrue per-token; claims are pro-rata across the senior and junior tranches.

RWA railsPro-rataComposable
P / 02

PINN underwriting

Physics-informed neural network produces a calibrated P5 / P50 / P95 distribution per ECM, with a 90% conformal prediction interval. Loans are sized to the P5 floor — not the optimistic P50.

72-ECM unifiedConformal PI (MAPIE)Per-ECM σ
P / 03

Verified at the meter

Baselines attested by licensed auditors (KISEM, IPMVP Option B). After commissioning, on-site IoT meters stream signed kWh deltas every 30s; the indexer reconciles realized savings against the forecast and flags any covenant breach.

KISEMIPMVP Option B30s telemetry
P / 04

Composable pools

Diversify across a basket of underlying MSME projects with one token. Senior and junior tranches; junior absorbs first-loss before senior is touched.

Senior · JuniorTranchedUSDC-denominated

From deposit to repayment in one continuous ledger.

No re-keying. No reconciliation. The borrower's meter is the lender's invoice.

Watch the underwriting tighten in real time
Live underwriting band

As the auditor enters measurements across the 30-day window, the 90% prediction interval contracts around realized kWh.

Day 1: the prediction interval is wide.
Day 30: it's tightened around realized kWh.
The P5 floor is the calibration, not the headline.

Day 1 — spec measurements
Predicted annual savings
Grade C
P5 (floor)
0 kWh/yr
Point
78,000 kWh/yr
P95
220,000 kWh/yr
01
Lender

Deposit USDC into a project or pool.

Wallet signs a deposit. Funds queue into the next epoch on the underlying vault protocol. Share-of-savings token mints on settlement.
Settle≤ 4sTokenShare-of-savingsCustodyRWA rails
02
Protocol

Vault routes to underwritten MSMEs.

The PINN underwriting layer sizes per-deal exposure to the P5 floor of a calibrated 90% PI. Vault disburses to borrower wallets through pre-authorised destinations on the underlying protocol.
ModelPINN unifiedCovenantDSCR @ P5 ≥ 1.30×Gas$0.0001
03
MSME

Equipment ships. Audit baseline captures.

Vendor receives stablecoin direct, milestone-gated. Asset commissions on-site. Auditor publishes MRV baseline. Meters come online.
AssetVFD / chillerTenor1–7yrMRVSigned
04
IoT

Telemetry streams kWh deltas every 30s.

Edge gateway pushes signed readings. Indexer reconciles against forecast. Covenants flag deviations to the risk dashboard.
Stream30sSignedYesWindowLive
05
MSME

Cashflow repays in USDC.

Monthly payment in USDC, drawn from the saved energy cost. Distributions accrue pro-rata to share holders. Junior tranche absorbs first.
CadenceMonthlyCurrencyUSDCFirst-lossJunior
06
Lender

Claim or compose.

Burn shares for principal + accrued, or hold and compose into Aave / Morpho / Pendle for additional leverage.
WindowAnytimeNoticeT+0ComposeAave/Morpho
P5P50P95Underwriting floorCalibrated 90% PIper-ECM σ · 72-ECM corpus5% tailrealised kWh savings
Backbone
Tabular FM
TabPFN family
Calibration
90% conformal PI
split-conformal · MAPIE 1.4
Live serving
PINN unified
21 features · 72-ECM corpus
Reproducible
sha256 audit-hash
(inputs, outputs, git_commit)
See full benchmark table

Where this sits in BEE's financing taxonomy.

The Bureau of Energy Efficiency's UNNATEE strategy report ranks 26 EE-financing instruments for the Indian market. Amperis composes three of them — and tokenizes the fifth-ranked instrument so the share-of-savings claim is liquid on-chain.

GRF

Green Receivables Fund

Bundles future savings-payment streams from an early-stage portfolio of EE projects and distributes them in tranches to private investors. This is the closest BEE-taxonomy match for the senior/junior structure on Amperis.

ForfF / FactF

Forfaiting / Factoring

Sale of future receivables from one party (the project) to another (the financier) for a one-time discounted payment. The repayment-from-savings assignment in our loan docs is a forfaiting structure — making the receivable composable on-chain is the v0 contribution.

CF

Carbon Finance

Third-party verified emission-reduction payments layered on top of cash savings, leveraging private capital into projects that reduce GHG emissions. UNDERWRITING_POLICY §11 codifies this as a separate accrual on the same meter.

ECB· BEE-ranked #5

Energy Conservation Bond

Debt instrument sold to investors that pays from the underlying EE project's cash flow. Our share-of-savings token is a tokenized ECB — same instrument shape, made liquid + auditable on-chain.

BEE's UNNATEE report (Bureau of Energy Efficiency · 2019) ranks Energy Savings Insurance (ESI) as the highest-impact instrument for Indian EE financing. Our DSCR-at-P5 covenant approximates that de-risking function statistically; a formal MSME-insurance partnership is on the forward roadmap. The blockchain section of UNNATEE itself does not address EE financing — our application of share-of-savings tokenization is novel work outside the BEE taxonomy.

Underwriting that meters itself, reproducibly.

Read the underwriting policy See benchmarks