AI maintenance copilot for public infrastructure
Bridges, water mains, and roads age faster than inspection cycles. Tremb Labs fuses sensor data, inspection photos, and maintenance history into one risk-ranked work queue — with the justification written for the budget meeting.
Built for DOTs, water utilities & municipal public works
Aging assets, shrinking crews, and a retirement wave of the people who knew where the bodies were buried.
A bridge inspected in 2024 isn't seen again until 2026. Deterioration doesn't wait for the schedule — failures cluster between inspections.
The engineer who knows which culvert floods every March retires this year. His notebook isn't in the asset management system.
Without defensible risk rankings, funding goes to whoever complains loudest — not the asset most likely to fail next.
Plug in what you have — SCADA, sensors, inspection PDFs, work-order history. Tremb Labs does the fusing.
Strain gauges, acoustic leak sensors, traffic counters, weather — normalized into one health score per asset, updated hourly.
Upload field photos; the copilot flags spalling, section loss, and joint failure, then drafts the condition rating against AASHTO element standards.
Every recommendation pairs probability of failure with consequence — traffic volume, downstream customers, detour cost — into a single defensible rank.
One click turns the queue into a council-ready memo: what, why now, cost of action vs. cost of failure. Engineers report it saves a day per cycle.
We ingest your asset inventory, inspection PDFs, SCADA feeds, and work-order history — even the spreadsheet from 2009. No rip-and-replace.
Within two weeks each asset gets a health score and failure-probability curve, benchmarked against 40,000 similar assets nationwide.
Crews get a prioritized list with justification attached. As work closes, the model learns your network and the rankings sharpen.
estimated failure costs avoided across 312 assets
earlier detection of critical deterioration, on average
less engineer time spent assembling budget justifications
“We moved the Mill Creek bridge inspection up five months because Tremb Labs flagged gauge drift nobody would have looked at until 2027. The repair cost $80k. The failure scenario we priced was over two million — plus a closed school route. That one catch paid for the platform several times over.”
Send us your asset inventory and we'll baseline it free — you'll see your own risk rankings before you sign anything.
Thanks — our public-sector team will reach out within two business days.