Pool Technology Trends

AI and Smart Monitoring: Where Pool Technology Is Headed

AI-assisted water monitoring is one of the more talked-about trends in the pool industry right now, worth understanding before deciding whether it fits a given project. Gleannloch Farms routes pool and backyard plans through its HOA architectural review, and golf-course-adjacent lots there need drainage planned so runoff moves correctly relative to the course, both addressed in the design step.

Resort pool lit at night, palms and lounge chairs along the edge

What This Category of Product Actually Does

AI-assisted monitoring systems generally use a sensor package (often floating or inline with circulation) to continuously track chemistry readings, water temperature, and sometimes equipment performance, feeding that data to an app and, in some products, suggesting dosing adjustments based on pattern recognition rather than a single-point test.

The appeal is catching a chemistry drift (a slow chlorine decline, a pH trend) before it becomes a visible problem, rather than relying solely on manual testing a couple of times a week.

Questions Worth Asking If You're Interested

If this kind of system interests you, it's worth asking any builder you're evaluating whether they've worked with specific products, what the ongoing subscription or sensor-replacement cost looks like, and whether the system integrates with the pool's existing automation and circulation equipment rather than running as a separate add-on. This is a fast-moving product category, worth researching current options directly rather than assuming any single system is the industry standard.