Read-only
01Read-only
Read-only shadow
Weeks 1–6: monitors only, issues no commands. Findings are presented with cost impact. You decide whether to proceed.
Physical AI for buildings
Self-driving buildings.
If a car can drive itself, a building can run itself.
Physical AI that autonomously operates HVAC — perceiving, deciding, and acting on real equipment. Proven in production.
Perception · liveActive
Booting perception…
AHU-0124.1°
AHU-0224.0°
AHU-0324.3°
AHU-0424.1°
68 AHUs autonomous · safety bounds enforced
Proven in production
A real building has run itself for a year.
Not a pilot. Not a dashboard. A building operating its own HVAC, continuously, within hard safety bounds.
0+months
Continuous autonomous operation
0incidents
Comfort or safety incidents
0AHUs
Under autonomous control
0ksq ft
Operating itself, live
Live across portfolios including
The shift
Everyone else advises. We operate.
Every other system stops at a recommendation. Ours runs the equipment — inside bounds it can never cross.
Five levels of building control
L4
Autonomous controlUs
The building runs itself.
L3
Advisory AI
Analytics that recommend.
L2
Rules-based BMS
If-this-then-that logic.
L1
Fixed schedules
Timers and static setpoints.
L0
Manual
Operators turn the knobs.
Advisory AI & analytics
Recommends
SKW EnergyOS
Operates
Who acts on the finding
Your operators, manually
The system, autonomously
Output
A dashboard and alerts
Setpoint commands on real equipment
Response time
Hours to days
Seconds, continuously
When conditions change
Waits for a human
Re-decides on its own
Improves over time
Static rules
Re-learns on your building
Safety
N/A — it only suggests
Every command bounded; human override always wins
How it works
One control loop.
Perceive. Decide. Act. Re-learn — continuously, on real equipment.
digital twin · live deploymentPerceive
Live scan · 312 points over BACnet
Sensor sweep · 01/04
Safety layer — every command is bounded before it is issued; the system can never harm the equipment, and it keeps operating safely even offline.
Under the hood
One loop. Four systems.
The autonomy is not a single model — it is four systems working as one closed loop.
Reads the building
Telemetry layer
Connects to your existing BMS over BACnet and Modbus, read-only to begin with. Streams every controllable point — no new panel, no open inbound ports, AMC contracts untouched.
- BACnet / Modbus
- Read-only onboarding
- Works with Honeywell, JCI, Siemens, Schneider
Telemetry layer
Reads the building
Live
A building operating itself, right now.
This is the deployment — AHUs under autonomous control, setpoints being written live, the safety layer green.
candor-techspace · live operations
AI controller: Active
Under autonomous control68/68
AHU-01
24.1°CAHU-02
24.3°CAHU-03
24.0°CAHU-04
24.4°CAHU-05
24.2°Ccycling · all 68 autonomous
Plant power draw · kW318 kW
24.0°C
Supply air
142 Pa
Static press.
24.0°C
Zone 4B
Controller
Autonomous
uptime 12m 04d · last cmd 1s ago
Safety bounds OK
Override ready
Energy vs. baseline today: −19.3% (secondary — an outcome of autonomy, not the goal)
How we prove it
Autonomy is earned, in stages.
Control is never handed over on day one. It is transferred gradually, only after the system has proven itself on your building.
Safeguards
You never lose control.
Independent, layered safeguards — this is not marketing, it is how the system is built.
Immediate
Equipment firmware bounds
Physical limits enforced by the equipment itself — cannot be overridden by any software, including ours.
Immediate
Safety-bounds layer
Hard limits on every controllable parameter. The system is architecturally prevented from commanding outside them.
≤ 10s
Live state validation
Every command is checked against the building's live measured state before it is written.
≤ 10s
Kill switch
Full suspension of all system-issued commands, available to your facility team at all times.
≤ 60s
Mode flag
Revert the whole building to manual BMS control at any time, without contacting us.
Immediate
Human override
Any operator instruction takes precedence over any system command. Always. No exceptions.
Continuous
Offline-safe operation
If the connection drops, the building keeps operating safely within its bounds.
In 12+ months across 68 AHUs, no safety bound has ever been exceeded.
The frontier
The highest-stakes version: AI data centres.
Where compute is capped by power, not chips, autonomous thermal control turns freed cooling power back into usable capacity.
Roadmap — not yet in production.
Thermal → capacity
Where this goes
The physical world will run itself — one building at a time.
Built as a fleet-learning platform, designed so every building it runs is intended to make the next one smarter.
Vision. Fleet learning is on our roadmap, not a claim about today.
About us
We build physical AI that operates buildings.
Kaivalya Innovations is a physical-AI company from Gurugram, India, founded in 2024. We started with a simple observation: buildings are full of intelligence that only recommends — dashboards, alerts, reports — while the equipment still waits for a human to act. We build the layer that acts.
SKW EnergyOS is the result: an AI system that autonomously operates commercial HVAC on top of the BMS a building already owns — perceiving live state, deciding from physics, and writing setpoints in a closed loop, always inside hard safety bounds a human can override.
We earn autonomy in stages, never assume it. Our reference deployment has run itself for over a year across offices and hospitality — for operators, the proof is uptime, not slideware.
We also write — on control loops, energy, and why civilisation's story is an energy story:
- 2024
- Founded, Gurugram (IN)
- 12+
- Months in autonomous operation
- 550k
- Sq ft running itself, live
- 3
- Marquee operating environments
Get started
See a building run itself.
Tell us about your building. We'll show you the live deployment and what autonomy would look like on your equipment.
What to expect
- A walkthrough of the live 12-month deployment
- What autonomous control would look like on your BMS
- The safety model, in full
- No obligation, no sales deck