Helping Water Management Conserve Resources using AI
Water Management
We present a comprehensive solution for asset management of water utilities — Agua Works AI. This is developed using our CML+ platform as a hybrid SaaS-Conversation Agent application.
We also offer AI-powered solutions for reducing water usage and detecting water loss.
Agua Works AI
Digitized Asset Inventory — Digitize paper records and automate preventive maintenance through one cloud-based platform. Complete asset inventory, mobile work orders, and automated scheduling—shifting your team from emergency repairs to planned operations.
AI-Powered Asset Management — Everything in Asset Management plus a bilingual AI Assistant that answers maintenance questions specific to your assets in real-time, sends automated reminders, and provides evidence-based recommendations on asset health and best practices.
Predictive Maintenance Sensors — Install temperature and vibration sensors on critical assets to catch failures before they happen. AI-powered models analyze real-time data, filter out false alarms, and automatically generate maintenance recommendations—preventing costly emergencies through early detection.
Work Assignment Optimization — Smart geographic clustering and route optimization reduce crew travel time by 20–30%. Intelligent algorithms distribute assignments to minimize distance and maximize efficiency, with a mobile-friendly interface that keeps field technicians connected and productive.
GPS Worker Location Tracking — Real-time GPS tracking (work hours only) provides arrival/departure timestamps for work orders, route history, and emergency location services. Geofencing and mileage tracking improve accountability and safety while integrating seamlessly with your work order system.
Advanced SCADA Integration — Deep integration with your existing SCADA systems automates data collection, filters alarms intelligently, and triggers maintenance actions based on real operational conditions. AI-powered analytics turn sensor data into predictive maintenance recommendations—maximizing equipment uptime and efficiency.
Real-World Results
See how we've delivered measurable impact
Carrizo Springs
Results
The plan projects 2–36% consumption reductions and shows conservation is 4–7x more cost-effective than supply expansion, enabling sustainable, phased water management.
Challenge
Carrizo Springs faced rising water costs and declining aquifer levels without a clear, actionable conservation strategy.
Solution
CML Insight used AI and LLM agents to extract municipal data from data jail, built predictive models to identify high-usage drivers, and designed behavioral interventions targeting key customer groups.
Crystal City
Results
Smart sensors and AI tools with LLM agents are projected to improve efficiency by 3–6%, cutting costs, extending asset life, upskilling workers for effective human-AI collaboration, and supporting data-driven decisions and long-term capital planning.
Challenge
Crystal City's wastewater system relied on paper records and emergency repairs, leading to high costs and compliance risks.
Solution
CML Insight is developing an AI-powered asset management overhaul, digitizing records, tagging assets, and creating Operational Compliance Plans to enable preventive maintenance.
“CML Insight transformed complex raw data into a clear, actionable plan. Their analysis provided practical water conservation strategies tailored specifically to our system — not generic recommendations, but data-driven solutions based on our community's unique needs. The ability to convert raw data into meaningful strategy has strengthened our decision-making process and positioned our city for smarter water management moving forward.”
City Manager
City of Carrizo Springs