Pool Visualizer Case Study

Industry

Home Improvement

What We Built

Address-to-render AI pipeline

Status

Working product, private demo

Unit Economics

$0.17 per run, $1.45 flyover

Every screen below is the actual artifact trail from one real run in Rockwall, Texas. Every stage saves its evidence, so every result can be audited end to end. The visualizer now runs as a private demonstration; we walk it live on a call.

The Problem

A six-figure dig, sold from a brochure of other people's backyards.

Pool builders ask homeowners to sign one of the largest checks of their lives while looking at a portfolio of someone else's projects. The one yard doing the convincing, the buyer's own, never appears in the pitch. The buyer is left to imagine it, and imagination is where six-figure deals stall.

The fix is not better brochure photography. It is a pipeline that puts the pool in their yard, photorealistically, from nothing but an address.

The Solution

What Agentify AI Built

A working product built end to end: type any US address and a pipeline of three AI models turns Google's photorealistic 3D tiles into that buyer's backyard with a pool in it. Analyzed, placed, judged, and filmed.

1. The Pipeline

Geocode, satellite capture, then a Cesium camera that computes its own heading from the lot analysis and renders the real backyard from Google's photorealistic 3D tiles. Six stages, each one saving its output before the next begins.

2. Three Models, One Judgment

Claude reads the lot and writes the placement brief. The image model places the pool; it wanders, so four edit attempts race for the same brief and Claude QA picks the winner with written reasoning. The jury, not the oracle.

3. The Reveal

A before-and-after slider on the buyer's actual house, and an on-demand cinematic flyover generated for $1.45 when they want to fall in love with the finished vision.

Inside the Pipeline

One Run, Every Stage Saved

Captured from the live run as it happened: each stage writes its evidence to disk before the next one starts, from satellite capture to the finished oasis.

Satellite view of the Rockwall lot from above: the house, the fence lines, and the empty back lawn — Stage 01 · Satellite

The lot from above: the house, the fence lines, and the empty lawn that started it all.

Photorealistic 3D render of the same house from Google's 3D tiles, framed by a Cesium camera that computed its own heading — Stage 02 · The 3D Camera

A camera that computed its own heading for this lot, framing the backyard in Google's photorealistic 3D tiles.

The backyard isolated with a bounding box crop so the edit model stays inside the target yard — Stage 03 · The Target

The backyard isolated with a bounding box, so the edit model cannot wander next door.

Four AI pool placement attempts side by side, all racing for the same placement brief — Stage 04 · Four Attempts

The image model is a jury, not an oracle: four placements race for the same brief.

The Claude QA verdict selecting attempt three, with its written reasoning beside the winning render — Stage 05 · The Verdict

Claude QA picks attempt three and explains why: pool and spa inside the yard, facade unaltered, geometry clean.

The same backyard styled with the Backyard Oasis preset: tanning ledge, fire pit, and travertine deck — The Oasis · Backyard Oasis preset

The same yard styled with the Backyard Oasis preset: tanning ledge, fire pit, travertine.

The Pool Visualizer product interface: an address field above the finished before-and-after render — The Product · the visualizer interface

The public site any visitor can use: one address field in front of the whole pipeline.

The before-and-after slider on the buyer's actual house, the pool the only difference between the two sides

The Reveal Moment

One slider between today and someday.

The product's whole argument lives in a single interaction: the buyer's actual house on both sides of a slider, the only difference being the pool. No brochure, no someone else's backyard, no imagination required.

Minutes, Address to Pool

Slider to Sell It

The Film

The Flyover, the Upsell

Six seconds that sell the dig, generated on demand for $1.45.

Poster frame of the cinematic flyover: a drone pass over the visualized backyard oasis

Tap to play · generated on demand from the live run

The Outcomes

What Changed

Pipeline Stages

Locate, frame in 3D, understand the lot, place and judge, reveal, fly over. Every stage saves its evidence.

AI Models in Sequence

Claude reads the lot and judges the result, the image model places the pool, and a video model films the flyover. Each does the one job it is best at.

17¢

Per Visualization

About seventeen cents per complete run, with the $1.45 cinematic flyover as the built-in upsell.

Type an address. See the backyard you could have.