Learns your plant
Re-fits to live data every 15 minutes. Works out the rates nobody measures directly, like how fast a membrane fouls or how well a diffuser really transfers air, and shows how sure it is.
Modeling
A physics model of your plant. Every fix tested first.
Data shows what happened. Physics explains why, and what would happen if you changed something. AquaMesh keeps a working model of each unit in your plant, matched to your live data, so every recommendation is tested before it reaches the line.
Plans ahead
Tests each plan against many possible futures across load, weather and water chemistry, then picks the cheapest one that stays inside your permits and quality limits.
Sees the whole site
Balances water across the plant, flags meters that disagree, and finds reuse between assets, like RO reject going into the cooling tower.
Schedules the work
Plans cleans, regenerations and backwashes by cost and risk, not by the calendar.
Safe by design
Every agent move is simulated first, kept inside hard limits and logged in a record that can't be edited. Your controllers keep running the plant. You choose how far the agents go.
AdviseApproveAutomate
Unit library
One model for each part of your plant.
Each unit runs on the same core, so calibration, forecasting and scheduling work the same way across the site.
Cooling towersCycles, blowdown, scaling and inhibitor dose
RO and NFFouling, cleaning timing and membrane life
BoilersBlowdown, chemistry limits and fuel
Ion exchangeCapacity and regeneration timing
NeutralizerspH and reagent dose
Biological treatmentAeration and nitrogen, run to the permit
DistillationColumn steam, reflux and product strength
Water chemistrySpeciation and scaling indices, including silica
PumpsSchedules against power prices and tank levels
Why physics
Curve-fitting learns the past. Physics handles what's next.
Data-only models
Fit a curve to history- Good at what already happened
- Unsure outside the conditions they have seen
- Can't say why a number moved
AquaMesh
A calibrated model of each unit- Tests changes the plant has never tried
- Names the cause behind a change
- Shows its confidence with every answer
See what your plant's model would say.
Start with the free audit on the data you already record. The model is built from it.