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ENVIRONMENTAL AI · GEOSPATIAL ANALYSIS · FORECASTING

AviWind Guardian

A web and iPhone decision-support tool for evaluating wind-energy locations with point-level bird-collision risk, weather context, and multi-year forecasting.

Python Random Forest Prophet Firebase Auth Google Cloud Run SwiftUI MapKit
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THE PRODUCT

Explore a proposed wind site before the turbines arrive.

Interactive maps, point-level collision-risk results, weather context, and multi-year forecasting turn model output into a decision-support workflow.

Built around the person using itThe product decisions, interface, engineering, and launch path stay connected to the problem the software needs to solve.
AviWind Guardian product experience
A real screen from the finished product.
THE CHALLENGE

The problem needed more than a surface-level design.

Wind-energy planning needs an understandable way to compare proposed locations against bird-collision risk while bringing coordinates, historical counts, environmental context, and model output together.

THE APPROACH

Shape the workflow around what people actually need to do.

AviWind Guardian lets people plot points or polygons on a map and returns coordinates, individual risk scores, polygon averages, weather context, and an adjustable time-series forecast.

WHAT TIMMY BUILT

Connect the experience to working software.

A responsive web application, native iPhone experience, shared Python prediction API, interactive mapping tools, risk tables, weather context, and multi-year forecast controls.

THE ROLE

One partner across product and engineering.

Product design, full-stack engineering, model integration, geospatial UX, native iOS development, cloud deployment, and testing.

WHAT THE PRODUCT INCLUDES

The important capabilities in one connected experience.

✓Point and polygon site selection
✓Point-level risk predictions
✓Historical and projected collision data
✓Weather context
✓Shared web and iPhone API
✓Built-in model explanations
HOW THE BUILD COMES TOGETHER

From the problem to a dependable product.

01

Understand

Clarify the real problem, the people affected, and the evidence that should shape the build.

02

Design and build

Turn the workflow into an approachable interface backed by the right product architecture.

03

Test and launch

Verify the experience across its intended platforms and carry the product into real use.

YOUR IDEA COULD START HERE

Start with the rough version.

Describe the problem, the person it should help, or the idea you cannot stop thinking about. You do not need a polished brief.

No account needed. Human verification is required.
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Contact Timmy
CONTACT TIMMYLet’s talk about your idea.

Call, text, or email me directly. Your idea can still be rough—just tell me what you want to build.

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