Cinematic upward shot of a tall glass-and-steel commercial building at night, with a constellation of warmly lit windows.
In validation · 2026

Predictive maintenance intelligence for building facility managers. We tell you which zone to inspect first, and why.

The problem

Missed signals get expensive, fast. The price of being late dwarfs the price of being early.

Coverage gap.

Facility teams can't physically reach every zone every week. Whole portions of the building go unwatched between routine walks.

Caught too late.

A slow leak or moisture buildup is invisible until it's already advanced. Drywall soaked, mold setting in, finishes ruined.

The cost of one water leak · 1,000 sq ft

Caught late · full restoration

$23k to $45k

$3 to $7.50/sqft mitigation + $20 to $37/sqft repair, mold, finishes.

Caught early · mitigation only

$5k to $6k

Localized fix before damage spreads. Up to ~9x cheaper.

Source · Palm Bld · Water Damage Restoration Cost (2026)

Why now

A market that has been quietly accumulating fuel, now ready to ignite.

BMS + IoT everywhere

Sensor adoption is widespread; the data is sitting unused in disconnected silos.

Compute is cheap

Storage and physics-based simulation are now economically feasible at portfolio scale.

Pressure on owners

Insurance, ESG, and capex are tightening. Owners need defensible operating data.

Teams stretched thin

Facility staffing isn't keeping up with portfolio growth. Prioritization is the only lever.

17.8%CAGR · global FM to 203027.9%CAGR · predictive maintenance~$0.05 / sq ftSetup~$0.02 / sq ft / yrRecurring$23k to $45kPer leak event avoided~9x cheaperCaught early vs late

How it works

01

Reads your building

BMS + sensor streams, drawings, specs, materials, weather, maintenance history. We read the building, not just its sensors.

no rip & replace
02

Physics + exposure engine

Models moisture flow, weather load, and material degradation against your specific envelope. Defensible day one. ML compounds over time.

explainable
03

Daily prioritization

Morning risk brief: zone-level scores, ranked inspections, evidence per zone. Your team starts the day already executing.

where · what · why

Day-one value

The product isn't prediction, it's prioritization. Immediately useful, even before the ML layer kicks in.

Coverage without hiring

The same team covers more buildings by focusing on the top-risk zones first.

Higher inspection hit-rate

Better signal means fewer wasted walks. More 'we found something real' per hour.

Overnight monitoring

A morning risk brief lets the team start each day with a clear, ranked action plan.

Prioritization, not prediction

We don't promise a crystal ball. We deliver focus, which earns trust before ML kicks in.

Worked example

What landed on the FM team's screen at 9:14 AM. Where, what, when, and what to skip.

Cross-section of a building with the wet riser zone on floor 12 highlighted.
B-001 · F12-NORTHScore 62 ↓ from 81

Morning risk brief

Water ingress · F12-N

  • Where

    F12-NORTH · HW-RISER-12

  • Risk

    Water ingress + corrosion

  • Window

    Inspect in 7 to 14 days

  • Skip

    Whole-building waterproofing

Evidence

  • Indoor RH (F12-N)↑ 6 weeks
  • Rain events5 / 30d
  • Rebar cover25 to 35 mm
  • HistoryPrior leak, same riser
Try it on your buildings

The dashboard

Every morning, one screen. Where, what, when.

healthyinfra · portfolio B-00109:14 AM

Portfolio

Zones · 6 of 24

  • F11-S
    88
  • F12-N
    62
  • F14-E
    81
  • B1-W
    70
  • F08-N
    92
  • F03-S
    76

Top risk

8826

F12-NORTH · Water ingress

Indoor RH up 6w. 5 rain events in 30d. Prior leak, same riser.

Next move

7 to 14d

Inspect riser HW-12

  • Skip waterproofing
  • Save ~$140k
  • Trail logged

Cards reveal as you scroll, same way the engine builds the brief in the morning.

ROI

Per-sqft pricing, per-incident upside. Industry benchmarks below. Caught early is up to ~9x cheaper than caught late.

$0kAvoided / eventRestoration on a 1,000 sq ft incident.
~$0kSetup, 100k sq ftDOE EMIS · ~$0.05/sq ft.
~$0k / yrRecurringDOE EMIS · ~$0.02/sq ft/yr.
0%Median FDD savingsDOE Better Buildings.
Moisture damage in a wall corner with hairline crack.

1,000 sq ft water leak · published ranges

Caught late

$23k to $45k

Caught early

$5k to $6k

Up to ~9x cheaper when the leak is localized before it spreads.

Source · Palm Bld · DOE Better Buildings

Architecture

Inputs → engine → daily score, ranked risks, next maintenance window. ML calibrates over time.

Sensors / BMSWeatherProject specsMaintenance historyNormalize → Zones / AssetsAsset + material modelRules + PhysicsEngineML LATERDaily score · 0 to 100Ranked risks + evidenceNext maintenance date
Isometric building data network with sensor nodes and connecting paths.

Wedge

Buildings · existing sensors · weather · build records. Then ML.

Not us

HVAC FDD · digital twins · embedded structural sensors. We sit above them, adding the maintenance-risk layer.

FAQ

  • No. We sit on top. Healthy Infra reads what your BMS, sensors, meters and project records already produce. No rip-and-replace.

Team

A small team focused on this single problem. We read every reply and reach out personally.

Asjad Nirban portrait

Asjad Nirban

Founder

Master's in CS from University of Virginia.

Jeet Sharma portrait

Jeet Sharma

Co-founder

MS in CS from University of Massachusetts.

In validation · 2026

5 minutes of structured feedback. Or grab a Calendly.