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Home Services · HVAC Market Intelligence SaaS

ZIP-level market intelligence for where to grow next.

An AI market-intelligence platform for the HVAC and home-services industry — aggregating demand, competition, and demographic signals to score branch-expansion opportunities down to the ZIP code.

AnonymizedVerified outcomesProduction system
ZIP-level market intelligence for where to grow next.

The challenge

What they were up against.

An HVAC/home-services operator made branch-expansion decisions on intuition and partial data — no systematic way to compare markets on demand, competition, and demographics.

The signals that mattered were scattered across listings, reviews, permit data, and demographic sources, in inconsistent formats.

What we built

The system we shipped.

Multi-source data pipeline

Aggregation and normalization of demand signals, competitor presence and reviews, permit activity, and demographic data into one analytics-ready model.

AI branch-placement scoring

A ZIP-level opportunity score combining market demand, competitive saturation, and demographic fit — surfacing where expansion pays off.

Decision dashboard

Ranked markets, the factors driving each score, and natural-language summaries for non-analyst operators.

Results

Outcomes, verified from production.

ZIP-level
Branch-placement scoring
Multi-source
Demand, competition & demographics unified
Intuition → data
Expansion decisions, quantified
Results we've delivered. Clients we can't name.

Let's build your next production system.

Every outcome above is real, verified from a live system. Tell us what you're trying to ship and we'll map the fastest path there.

Integrity. Urgency. Ownership.

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40+ US businesses served · 65+ engineers · Zero long-term lock-in

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