Operational Climate Verification Infrastructure

From Operational Data to Audit-Ready Climate Evidence.

From Policy to Proof.

HeatAI turns meter data, quality checks, baselines, calculation rules, and change history into reproducible Evidence Bundles for energy and climate-performance verification.

Assess Your ProjectView a Sample Evidence Bundle

Initial focus: large-scale heat pumps, public buildings, commissioning, and energy-performance M&V.

The Principle

HeatAI does not ask institutions to trust a black-box result. It structures data, rules, calculations, and change history so that third parties can reproduce and review the result.

The Principle

HeatAI does not ask institutions to trust a black-box result. It structures data, rules, calculations, and change history so that third parties can reproduce and review the result.

The Problem

Energy policy is funded on promises. Performance is judged through fragmented evidence.

Fragmented Data

Meter, BEMS, weather, and equipment data remain disconnected.

Unlocked Baselines

Baselines and assumptions can change without a traceable record.

Manual Calculations

Spreadsheet-based calculations are difficult to reproduce and audit.

Static Reports

Final reports show conclusions but rarely preserve the evidence chain.

The missing layer is not another dashboard. It is a reproducible evidence infrastructure.

What HeatAI Does

How operational data becomes verifiable evidence.

  1. 01

    Data Collection

    Operational, meter, BEMS, equipment, and weather data.

  2. 02

    Quality Control

    Missing values, anomalies, time alignment, and sensor reliability.

    Output: QC PASS / WARN / FAIL

  3. 03

    Baseline Creation

    Defined reference conditions and calculation assumptions.

    Output: Baseline Lock

  4. 04

    Boundary Definition

    Equipment, period, variables, and exclusions.

    Output: Boundary Seal

  5. 05

    Climate Calculation

    SPF, energy savings, emissions reduction, and tCO₂e.

  6. 06

    Evidence Bundle

    Data, rules, calculations, versions, and change history.

  7. 07

    Verification Score

    Completeness, quality, consistency, and reproducibility.

  8. 08

    Verification Report

    Audit-reviewable output for institutions and project stakeholders.

The Artifact

Meet the Evidence Bundle.

A structured, reviewable record that carries the data, rules, and calculations behind a verification result — not just the conclusion.

Bundle Components

  • Boundary Seal

    Defines exactly what was measured.

  • QC Certification

    Every input validated before it counts.

  • Versioned Change Log

    Nothing changes without a record.

  • Reproducible Calculation

    Rerun the record — same result.

Bundle Properties

  • Version-controlled
  • Tamper-evident
  • Reproducible
  • Audit-reviewable
Sample report coming soon

Project

Large-Scale Heat Pump Demonstration HP-2026-001

Illustrative Sample
Verification period
2026-01-01 – 2026-06-30
Equipment boundary
HP-01 – HP-04 (central plant)
Data sources
Meter · BEMS · Weather · Equipment
Data completeness
98.6%
QC status
PASS
Baseline version
v1.2 (locked)
Boundary status
Sealed
Rule Pack version
rp-2026.1
Seasonal Performance Factor
3.84 SPF
Energy savings
412 MWh
Avoided emissions
163 tCO₂e
Verification Score
92 / 100
Change-log status
Complete
Report version
v1.0
Evidence hash
0x9f4c…a71e

Illustrative sample — not a verified customer result.

Reference Architecture

Operational reality becomes reviewable evidence.

A layered structure — not a one-off pipeline. Reality enters at the foundation and returns as reproducible evidence that supports the next decision.

HeatAI Reference Architecture · REV 1

Designed to support audit, regulatory review, public investment evaluation, and institutional decision-making. Next: the HeatAI Verification Standard.

  1. L01

    Operational Reality

    Equipment, meters, and field systems captured continuously with their origin intact.

  2. L02

    Execution Protocol

    A standardized method resolves operational signals into structured, bounded, quality-controlled records.

  3. L03

    Evidence Bundle

    The reviewable record — bounded, validated, versioned, and reproducible. The load-bearing center of the architecture.

  4. Verification Threshold

    Verification Threshold

    The point at which structured evidence becomes reviewable by third parties — reproducible and defensible.

  5. L04

    Policy & Performance Analysis

    Compare verified performance against targets, budgets, and design intent.

  6. L05

    Audit & Institutional Review

    A record structured to support audit, regulatory review, and institutional decision-making.

  7. →

    Feedback to Better Policy

    Reviewed evidence returns to the next decision — closing the loop between execution and policy.

Initial Applications

Built first for performance-critical energy systems.

HeatAI starts where operational proof matters most, then extends to broader climate and energy programs.

Priority 01

Large-Scale Heat Pumps

Verify field SPF, energy performance, operational conditions, and avoided emissions beyond laboratory ratings.

Priority 02

Public Buildings & ZEB

Compare design intent and policy targets with actual operating performance.

Priority 03

HVAC, EPC & Commissioning

Create reproducible evidence for acceptance testing, commissioning, M&V, and performance guarantees.

Expansion Applications

  • Government climate and energy programs
  • Research institutes
  • Climate finance and MRV programs

HeatAI Verification Standard

More than software: a specification for repeatable verification.

The HeatAI Climate Verification Standard is a proposed specification that defines how operational evidence should be structured, processed, scored, reproduced, and reviewed.

Draft Specification · Version 1.0 in Development
Explore the StandardRequest Technical Review

Specification Contents

  1. 01Definitions
  2. 02Conformance Requirements
  3. 03Data Model
  4. 04QC Rules
  5. 05Baseline & Boundary Requirements
  6. 06Calculation Specifications
  7. 07Evidence Bundle Schema
  8. 08Verification Scoring
  9. 09Audit Procedures
  10. 10Verification API
  11. 11Governance & Version Control

Standards Alignment

Designed in reference to established frameworks.

  • ISO 14064
    Role

    GHG quantification and verification principles

    HeatAI contribution

    Operational data and calculation evidence structure

  • GHG Protocol
    Role

    Emissions accounting framework

    HeatAI contribution

    Equipment- and project-level operational evidence

  • IPMVP
    Role

    Energy savings measurement and verification

    HeatAI contribution

    QC, baseline locking, versioning, and reproducibility

  • ISO 50001
    Role

    Energy management systems

    HeatAI contribution

    Continuous operational performance evidence

  • IFRS S1/S2
    Role

    Sustainability disclosure

    HeatAI contribution

    Underlying operational evidence supporting reported claims

References indicate design alignment only. They do not imply certification, endorsement, or formal conformity.

Verification API

Verification built to be consumed by systems, not only read in reports.

Verification results are structured to flow into institutional systems, disclosures, and audits — not to sit in a static file.

  • Versioned responses
  • Traceable calculation rules
  • Machine-readable evidence
  • Role-based access readiness
API specification in development
api.heatai.co.kr
  • POST/verification

    Create and run a verification request

  • GET/evidence/{id}

    Retrieve the structured Evidence Bundle

  • GET/report/{id}

    Retrieve the Verification Report

  • GET/score/{id}

    Retrieve the Verification Score and scoring dimensions

Current Status

The foundation is being built.

HeatAI is in active development. The following reflects the honest state of each area — what is built, in progress, under review, or planned.

Verification Methodology

Core verification workflow and evidence structure developed.

Developed

Evidence Bundle Specification

Schema and required evidence components under development.

In Development

Patent-Pending Methods

Six Korean provisional patent applications related to verification and evidence structuring.

Under Review

MVP Workflow

Operational data, QC, performance calculation, scoring, and report workflow.

In Development

Research & Standardization

Developing toward institutional review, field validation, and formal standardization.

Planned

Pilot Program

Start with one project. Test whether the evidence holds.

PoC Quick

3–4 weeks
  • Initial data readiness assessment
  • QC and verification workflow
  • Sample Evidence Bundle
  • Verification findings

Starting price

KRW 8 million

Final scope subject to data and project conditions.

Field Validation Program

Custom scope
  • Live operational data integration
  • Baseline and boundary design
  • Performance and emissions calculation
  • Evidence Bundle and Verification Report

Starting price

Based on project scope

Scope and pricing defined with your team.

Assess Your ProjectDiscuss a Field Validation

Research

Research & Standardization

HeatAI is developing reproducible methods for operational energy performance, climate-impact calculation, evidence structuring, and machine-readable verification.

  • Operational performance verification
  • Baseline and boundary governance
  • Data quality scoring
  • Climate calculation reproducibility
  • Evidence Bundle schema
  • Verification API
  • Institutional adoption and standardization

Company

HeatAI Co., Ltd.

Founded in Seoul in 2026, HeatAI develops verification infrastructure that connects real-world energy operations with policy, audit, research, and climate accountability.

Founder & CEO

Jun Yun Lee

20+ years of experience in technology strategy, business development, project management, and digital transformation.

Technical & Policy AdvisorsTo be announced
Research CollaboratorsTo be announced
Institutional PartnershipsTo be announced

Resources

Resources

Documentation and materials are being prepared. Request access and we will share what is available.

  • HeatAI Climate Verification Standard v1.0In Development
  • Evidence Bundle SampleSample in Preparation
  • Verification API SpecificationIn Development
  • Large-Scale Heat Pump Verification BriefComing Soon
  • Company ProfileAvailable on Request
Request a Document

Evidence Review

Can your project produce audit-ready evidence?

Submit a brief project overview. HeatAI will review the verification objective, available data, boundary, and expected outputs.