INTELLIGENCE ARCHIVE

mv-standards

Library Report

The M&V Acceptance Window: Three Numeric Floors Your AI-HVAC Vendor Should Cite Before You Sign

AI-HVAC vendors cite IPMVP-aligned M&V but rarely the two numbers that decide whether verification held: CV(RMSE) and NMBE. Thresholds vary 2x across ASHRAE, BPA, and FEMP. A 6-question procurement audit for your next 90 days.

1 min read
Library Report

The Option D Comeback — Calibrated Digital Twin M&V Goes Bankable in 2026

IPMVP Option D was once the protocol no banker would accept. In 2026, digital-twin platforms, the Oct 2025 Addendum A to ASHRAE G14-2023, and greenfield Fabs where Option C cannot work have put Option D back on the table — bankable.

1 min read
Library Report

M&V 2.0 in 2026: How Automated Measurement Is Making AI-HVAC Bankable

ASHRAE Guideline 14-2023, NMEC, automated M&V platforms, and California pay-for-performance utility programs converged in 2025-2026 to make verified energy savings a tradable asset. Here's the 90-day playbook for getting your M&V architecture right before you commission AI-HVAC, not after.

1 min read
Library Report

The M&V 2.0 Playbook: Why Your 2026 Retrofit Needs AMI Data, Not Spreadsheets

IPMVP 4th Ed, ASHRAE 14-2023, and CalTRACK 2.0 have split M&V into two worlds. A 90-day playbook for moving from 12-month spreadsheet reports to 30-day NMEC dashboards, with Taipower DR and ESCO-specific guidance.

1 min read
Library Report

IPMVP Option D vs Option C: When to Use Calibrated Simulation

A practitioner's guide to choosing between IPMVP Option C (whole-facility metering) and Option D (calibrated simulation) for AI-HVAC M&V projects.

4 min read