How we introduce it — 4 steps

Understand → Live → AI → Value

STEP 1

Understand

The four loads that fight each other

STEP 2

Live

One glass-box dashboard, register-true

STEP 3

Dispatch + causal chains + plant assistant

STEP 4

Value

Savings, verified — then license

The pool building has four loads — nobody dispatches them as one

Because nobody reads them all at once. That is exactly our layer.

Pool heating — 28–34 °C day and night. A slow thermal mass → also a battery you can shift load into (reference site: 3,562 kWh/K).

Dehumidification / air handling — evaporation drives the load; the reference hall already recovers 63.4 % heat — the AI harvests the rest. In the tropics this flips to cooling-dominated.

Heat-pump cascade — real seasonal COP ≈ 4–7 (not the 16–22 datasheet best point). Modulating units beat one oversized machine.

On-site PV — coupled as a controllable load (reference: 243 kWp) → driven toward near-zero grid import.

Air handling with heat recovery — Dehumidification + WRG

Rooftop PV over resort pool — On-site PV

One glass-box dashboard — every value on its real register

● LIVE from an anonymized European reference aquatic center — register-level over Modbus · SunSpec, updated every ~2 min.

…

loading live data

Live values are metered at an anonymized European municipal aquatic center (same plant, presented anonymously). Constants (heat-recovery 63.4 %, COP band 4–7, 243 kWp) are metered/engineered from that site. Your property gets its own live glass-box fed by your plant. Prices shown are EU reference (EPEX); US sites are baselined on your ISO/LMP.

AI dispatch

One brain schedules heating, dehumidification and heat pumps against PV, weather and price — using the pool itself as thermal storage. Near-zero grid import instead of low-value export.

Causal chains

Data-driven cause→effect for every anomaly (why did the COP drop, why did the peak spike) — the same causal engine that runs on the reference plant.

Plant assistant (RAG)

Ask your plant's own documentation in plain language — grounded on your real registers and manuals, not a generic chatbot. Honest numbers, no black box.

Savings — measured, then licensed

Every saved kWh is proven against your measured baseline. If it isn't measured, we don't claim it. Honest levers on a pool building:

Lever	Why it works
Pool as thermal battery	Shift hours of heating/cooling into the water without any loss of swimmer comfort.
PV-coupled dispatch	Midday sun heats water / dries air instead of being exported for cents.
Honest COP + cascade	Run the heat pumps at their real efficient point, staged, not short-cycling.
Peak shaving + BESS	The steady 24/7 pool base load makes storage arbitrage and peak shaving pay.

The reference site: ~570,000 kWh electricity + 1.29 GWh gas per year — the scale where these levers move real money. Tropical resorts: the method transfers, the kilowatt-hours are measured on your plant first (no invented tropical numbers).

Introduce AI into your pool — the glass-box way.