Accelerating Pool Sales: From 1 Day to 5 Minutes for Icon Custom Pools

Icon Custom Pools' sales process couldn't keep up. Generating a quote required multiple systems and manual calculations — taking up to a full day. By the time proposals reached homeowners, enthusiasm had cooled and competitors had stepped in. RTS Labs partnered with Icon Custom Pools to rebuild the quote experience: a guided, form-based pricing system that encodes every rule in software, plus a Pool Visualization tool that generates a realistic concept preview directly on the customer's backyard photo. Quote turnaround dropped from one day to five minutes, and close rates climbed over 40%.

logistics supply chain header
Case Study at a Glance
Client
Use Case

AI-Assisted Quote Builder + Pool Visualization

Tech Stack

OpenAI (Image Gen)

Business Rules Engine

CRM Integration

Responsive Web App

Time to Production
From brief to live deployment (sample)
0 weeks

Dealing with a similar challenge?

Our engineers will map your workflow and define a ship date in a 2-week Discovery Sprint.

Share

1. The Challenge

Icon Custom Pools (BH Mid-Atlantic, Inc.) is a family-owned franchise specializing in pool construction and outdoor landscape design. But its sales process couldn’t keep up with customer expectations. Generating a quote required multiple systems and manual calculations — base pricing by linear footage, then dozens of dependent add-ons (pump tier triggering a filter upgrade, water features triggering booster pumps plus 50ft of plumbing per feature, zone-based travel pricing, custom coping and tile, heating choices, automation). It typically took a full day to deliver a quote back to the homeowner.

That lag was costing deals. By the time proposals reached customers, enthusiasm had cooled and competitors had stepped in. The fix wasn’t a faster spreadsheet. It was an entirely new sales conversation — one that was visual, interactive, and on-the-spot, where the customer saw their pool, signed off on the price, and didn’t have time to lose interest.

A Quote That Took a Full Day

Pricing a pool meant working across multiple systems: base price by linear footage, dozens of add-ons with dependent rules, zone-based travel pricing, custom coping and tile, water-feature plumbing buffers, heater + filter pairings. A single quote could take a sales rep most of a day.

Avg quote turnaround
0 day

Excitement Cooled, Competitors Closed

By the time the proposal reached the homeowner, enthusiasm had cooled. Competitors with faster quote cycles were closing the deal first. The sales process couldn’t keep up with the speed of customer excitement.

% of deals lost to slow quotes (sample)
0 %

Customization at Scale Was the Hard Part

Every pool is highly customized, requiring the pricing engine to encode hundreds of complex business rules and dependencies—such as equipment upgrades and plumbing buffers. This successfully digitized the tribal knowledge and scattered PDFs previously relied upon by senior reps.

Business rules encoded (sample)
0 +

2. The Engineer Approach

RTS Labs partnered with Icon Custom Pools to rebuild the quoting experience from the ground up. The original POC was a chatbot Q&A flow — clever in demo, but a friction point in real sales conversations. Phase 3 pivoted to a guided form-based Manual Pricing System that captures the dozens of inputs a real pool quote requires while encoding the business rules in software. Then RTS added Pool Visualization: sales reps upload a photo of the customer’s backyard, select desired features from a curated catalog, and the system generates a realistic concept preview of the proposed pool overlaid on the homeowner’s actual yard. The system is responsive across desktop, tablet, and mobile, syncs every quote to Icon Custom Pools’ CRM, and exports branded PDF/Excel proposals homeowners can sign on the spot.

  • Guided Form-Based Quote Builder

    Replaced an unwieldy chatbot Q&A with a guided form that captures every input a real pool quote needs: dimensions, perimeter, depth, electrical run, plumbing run, zone, spa specs, water features, heating, interior finish, coping, lights, auto-covers, overage. Real-time business-rule validation prevents incomplete or non-compliant quotes.

  • Pricing Rules Engine

    Encoded Icon Custom Pools' pricing book in software — base price by linear footage (with rules for under-75ft and over-165ft pools), dozens of dependent add-ons (pump tiers triggering filter upgrades, water features triggering booster pumps and 50ft of plumbing per feature), zone-based travel pricing, custom coping/tile, automation. The system applies the right rules in the right order, every time.

  • Pool Visualization (Phase 3)

    Sales reps upload a photo of the customer's backyard, select desired pool features and style elements from a curated catalog, and the system generates a realistic concept preview overlaid on the homeowner's actual yard. The visual becomes the centerpiece of the sales conversation — customers see what they're buying while their excitement is highest.

  • Branded Proposal Export + CRM Sync

    Quote previews export to branded PDF and Excel formats homeowners can sign on the spot. Every quote syncs to Icon Custom Pools' CRM with full input audit — what the customer asked for, what they decided, what the final price was — so the office team has the same picture as the sales rep had in the driveway.

We built two front ends to one pricing engine for two different users — a plain-language chatbot for new reps and curious customers, and a guided form for experienced reps who wanted speed and certainty. Built from scratch when the client launched their own venture, it's modular and far more user-friendly than their old systems. The real differentiator is the AI image generation: a rep attaches a photo of the customer's backyard and generates how their pool would actually look — something none of their competitors are doing.
Prasanna Raghavan Headshot
Prasanna Raghavan
Solutions Lead, RTS Labs

3. Results & Impact

Avg Quote Time
0 min
Close Rate Increase
0 %
Pools quoted via the tool (sample)
0 +
Time to Production (sample)
0 wks

Before RTS Labs

  • The 24-Hour Bottle-neck

    Generating a pool quote took up to a full day

  • Fragmented Sales Workflows

    Sales reps juggled multiple systems and manual calculations

  • Lost Customer Interest

    By the time proposals arrived, customer enthusiasm had cooled

  • Lost Deals to Quicker Rivals

    Competitors closed deals while Icon Custom Pools was still pricing

After RTS Labs

  • Near-Instant Delivery

    Quote turnaround: from 1 day to 5 minutes

  • Guardrailed Logic Engine

    Form-based guided pricing with real-time business-rule validation

  • Immersive AI Previews

    Pool Visualization: AI-generated concept previews on the customer's actual backyard

  • Seamless CRM Integrations

    Branded PDF/Excel exports + CRM sync from every quote

More Case Studies:

Landstar Case Study
Landstar horz logo transparent background

Unifying the Agent Portal: 90% Less Time Searching for Landstar

Overview:
Landstar agents jumped between SOPs, shipment systems, and the capacity portal to answer a single customer question. RTS Labs built an AI copilot directly into the Agent Portal — RAG...
AdobeStock 132567138 768x444
rts logo

Unlocking Enterprise Data: 25% Lower Spend for a Global Sports Equipment Manufacturer

Overview:
A global sports equipment manufacturer — 1,000+ employees designing custom golf gear and apparel across retail and ecommerce — had outgrown a patchwork data architecture that couldn't support the advanced...
SunCoast Case Study V2
Suncoast logo

RAG Chatbot Cuts Response Time 50% for Suncoast

Overview:
Suncoast's technicians were constantly pulled off engineering work to field routine product and warranty questions. RTS Labs built a RAG-powered AI chatbot that answers instantly from Suncoast's own manuals, warranty...
Have a Similar Challenge?

Every AI Idea Deserves a Ship Date

Stop strategizing. Start building. Let’s map your workflow and get your AI integration into production in 90 days.