Houston, Texas · AI HVAC & energy optimization · Owner-operated first, licensed second

AI HVAC optimization that verifies itself — every 15 minutes.

Ada is BOT's on-premise optimization intelligence. Every morning she reads the weather and the ERCOT 4CP risk, plans the building day, drives the Atenea BAS — and then checks her own work against an IPMVP Option C baseline, interval by interval. Not a dashboard. A loop that closes.

22.4%
verified reduction · ~8 months
36%
peak demand cut · 372→239 kW
R² > 0.96
M&V baseline accuracy
15 min
verification cadence · IPMVP C
Sec. 01 · The verification gap

Optimization you can't verify
is just a dashboard.

Commercial buildings burn roughly 40% of U.S. electricity, and most of the software sold to fix that shares one structural flaw: it grades its own homework once a year, if at all. The standard arrangement is an optimization platform on subscription — and, separately, a measurement-and-verification study that costs $10,000–25,000 and runs annually. Twelve months is a long time in a building. Schedules revert after holidays. Overrides stick. An economizer fails part-open in April; nobody prices it until next spring's report.

We came at this problem as building owners, not as a software company. Our portfolio — 4 buildings, roughly 421,000 SF, owner-operated — has held operating expenses below CPI for 19+ years. When you pay the utility bill yourself, a savings claim you cannot defend is worth exactly nothing. So we built the loop we wished we could buy, ran it on our own buildings first, and only then started licensing it. How the measures stack is covered in our guide to HVAC optimization for commercial buildings.

Sec. 02 · The daily loop

Read. Plan. Execute. Verify.
Every day, in that order.

Ada is the head of the loop — the daily optimization brain. Here is her working day, the same one she runs on our buildings and on licensed ones.

Morning · Read
The morning read

Weather forecast, building telemetry, and the day's ERCOT 4CP risk — the four summer peaks that price a building's transmission for the following year.

Then · Plan
The day's strategy

Start times, setpoints, pre-cool depth, demand budget, curtailment windows — one operating strategy per building, set fresh each morning rather than copied from last Tuesday.

All day · Execute
Atenea BAS

The plan lands at the equipment through the Atenea BAS: schedules, pre-cooling, staged starts, curtailment. It runs on edge microcontrollers with zero licensing fees.

Every 15 min · Verify
Continuous M&V

Actual load is scored against a weather-normalized IPMVP Option C baseline at 15-minute resolution, R² > 0.96. Drift is flagged the interval it opens.

Two things about that last step matter more than the AI. First, the cadence: most M&V in this industry is a once-a-year study; ours runs automatically every 15 minutes. Second, the honesty: Ada's plan and its verified outcome live in the same record. If a strategy underperforms, the baseline says so within the day — not in next year's report.

And to be clear about what Ada is not: an unattended black box. She is human-on-the-loop — she plans and drives, engineers review her work, and every action she takes lands in the verified M&V record. She also runs on-premise, so portfolio data stays under owner control instead of in someone else's cloud. If the 4CP mechanics are new to you, we wrote them up plainly in ERCOT 4CP, explained.

Sec. 03 · The economics

What the typical stack costs.
What ours doesn't.

The savings from AI energy optimization are real, but in the conventional stack they leak straight back out through licensing and consulting fees. We built both layers ourselves — the BAS and the verification — so they don't.

LayerTypical commercial stackThe BOT loop
BAS licensing Proprietary building automation with recurring licensing — landlords commonly pay $50–200K per year. Atenea BAS on edge microcontrollers, zero licensing — we built it ourselves for under $50 per controller.
M&V A $10–25K engineering study, once a year. Savings drift for months before anyone measures it. Continuous AI M&V, every 15 minutes, IPMVP Option C, R² > 0.96 — no study to commission, ever.
Optimization Static schedules and setpoints, tuned at commissioning and left to decay. Ada re-plans every morning from weather and ERCOT 4CP risk, human-on-the-loop.
Data residency Vendor cloud; your interval data becomes their asset. On-premise. The building's data stays in the building, under owner control.
Skin in the game The consultant's fee clears whether the savings persist or not. Proven first on our own 4 buildings, ~421,000 SF — we ran it on our money before asking for yours.

Choosing a platform more broadly? Our EMIS buyer's guide covers the whole category.

Sec. 04 · The receipts

Verified results, not
brochure numbers.

Every figure below comes out of the M&V record or from utility bills. Qualifiers are stated because they matter.

22.4%
verified energy reduction YTD at 11200 Richmond — acquired Sep 2025, ~8 months in
36%
peak demand drop at one building: 372 kW → 239 kW
135,841 kg
CO₂ avoided on a single building — IPMVP-grade, not estimated
~50%
energy reduction at 800 Wilcrest, 2015–2025 (time-normalized, not weather-normalized)
~36%
annual electricity reduction at 11104 West Airport, 2018–2025 · 27 RTUs
$13,140/yr
saved at one school with zero capital — pure conservation

The one worth dwelling on is 11200 Richmond: we acquired it in September 2025, put it on the loop, and roughly eight months later it is running 22.4% below its verified baseline year-to-date. The demand story compounds it: peak demand at one building fell 36%, from 372 kW to 239 kW, which cuts the distribution charge every single month. (Why demand is its own game: our demand-charge guide.)

The long arc shows the same shape. 800 Wilcrest — our flagship — cut annual energy roughly 50% between 2015 and 2025 (time-normalized, not weather-normalized), then dropped a further ~25% year-over-year after our own BAS beta went in around March 2025. And the verification engine itself runs well beyond our walls: the RMS platform serves ~600 K-12 schools plus Harris County, and across 15 buildings it carries 44 validated M&V reports. For owners who need the carbon side documented, the same IPMVP-grade record feeds ESG reporting without a second data pipeline.

Sec. 05 · Straight answers

Frequently asked questions

What is AI HVAC optimization for commercial buildings?
Software that plans and adjusts a building's HVAC operation daily — start times, setpoints, pre-cooling, demand limits — from weather, occupancy, and grid conditions instead of fixed schedules. BOT's implementation, Ada, reads the weather forecast and ERCOT 4CP risk each morning, sets the day's operating strategy, drives the Atenea BAS, and verifies the outcome against a weather-normalized baseline.
How do you verify that AI energy optimization actually saves money?
Measurement and verification (M&V). Most of the industry commissions a $10,000–25,000 engineering study once a year. BOT runs continuous AI M&V automatically every 15 minutes against an IPMVP Option C weather-normalized baseline with R² above 0.96 — every claimed kilowatt-hour is scored in the interval it happens, and drift is flagged the day it opens.
Does the AI control the building without human oversight?
No. Ada is human-on-the-loop: she plans the day and drives the Atenea BAS, engineers review her work, and every action lands in the verified M&V record. She also runs on-premise, so the building's data stays under owner control.
What does it cost to get started?
Nothing up front. BOT offers a free RMS trial — all it needs is one recent utility bill. Send it to [email protected] and we'll show you what's hiding in your interval data.
Sec. 06 · Start the loop

Send a recent utility bill.

That's the whole ask. One bill starts a free RMS trial — we'll show you what's hiding in your interval data, and what a verified daily loop would hold onto. No capital required to start; conservation begins with a schedule.

CompanyBuilding Optimization Technologies, LLC · G&W Holdings
Base800 Wilcrest Dr, Houston, TX 77042
Start the free trial