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. Cross Creek Ranch is a Johnson Development community with a Design Review Committee that signs off on pool and backyard plans; Weston Lakes is built around its own golf course and country club, where lot setbacks and drainage toward the course are part of the design conversation.

Brick-paved pergola courtyard with fountain

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.