Built To Make Forza Building Less Of A Black Box

Why We Created ForzaLabs

I grew up playing Forza Motorsport, starting with Forza Motorsport 2, and I was there for the original Forza Horizon when it launched. As I got better at the game and went deeper into the vehicle upgrade and tuning systems, one thing became obvious: figuring out truly viable builds can feel like a full-time job.

Forza gives players an incredible amount of freedom. Hundreds of cars, endless upgrade paths, conversions, handling tiers, drivetrain swaps, tire compounds, PI limits, track types, surface differences, and tuning variables all interact with each other. That depth is what makes the game great, but it also makes it incredibly difficult to know what actually works.

For a long time, the best option was to grab tunes from the creator hub or rely on a handful of individual tuners you trusted. That can work, but it leaves a lot to be desired. You often do not know why a tune works, whether it is actually optimal, how it compares to other possible upgrade combinations, or whether it is only good for one specific track or situation. It turns vehicle building into a black box.

With my background in automation, and after years of building data-driven tools through brands like NBA2KLab and CFBLabs, we finally had the software, infrastructure, and resources to take on what became ForzaLabs. It is one of the most ambitious and technically difficult projects we have built.

The goal was simple in concept, but extremely difficult in execution: brute force vehicle upgrades, collect in-game simulation data, and use that data to identify which cars and upgrade bases are actually strong for specific classes, tracks, and driving demands.

Instead of judging a car in isolation, ForzaLabs compares vehicles and upgrade combinations relative to every other car and build combination we can analyze within a given class. That changes the entire process. A build is no longer just "good" because it feels good or because someone posted it. It can be evaluated against a much larger field of alternatives.

Some cars can take more than 24 hours just to work through every conversion combination and handling tier. That makes it unrealistic for even the broader community to manually discover every strong combination on its own. ForzaLabs exists to do that heavy lifting and turn the results into tools players can actually use.

Our mission is to become the best source of vehicle build, tuning, and track-performance data for Forza players.

We want to give players the tools to compare cars, understand upgrade bases, analyze tracks, evaluate championships, and build vehicles that are not just strong on one leaderboard, but effective across the types of races they actually want to run.

What ForzaLabs Premium Provides

ForzaLabs Premium is designed to support every major part of the vehicle build and tuning process.

It starts with track analytics, helping players understand what a track actually demands from a car. From there, players can use the build comparison tools to filter by class, manufacturer, country, drivetrain, restrictions, and performance traits to identify strong build candidates. Once a build is selected, the upgrade path gives players a clear starting point for recreating that vehicle in-game.

After the upgrades are applied, the tuning calculator provides a strong base tune quickly, with adjustable options for players who want to change how the car feels. For players who want to go deeper, the advanced tuning guides explain what each tuning component does, when to adjust it, and why a change may improve the car.

ForzaLabs also includes live telemetry tools that allow players to effectively dyno-run their vehicle and see actual simulation results in real time, rather than relying only on Forza's built-in estimates. This makes it possible to identify target powerbands, optimize acceleration, and use gear optimization to apply ratios that help maximize power through each shift.

The result is a workflow that can take a player from "I need a car for this track or championship" to a strong build and tune in minutes instead of hours.

The Value of Premium

ForzaLabs Premium gives players the tools necessary to create a strong vehicle build and tuning setup without needing to already know how to tune.

That is the immediate value: faster decisions, better build discovery, stronger base tunes, and less time wasted guessing.

But the bigger goal is not just to hand players an answer. We want to help players understand the process. Making your own tune is more rewarding than using someone else's setup without knowing what is happening under the hood. Premium gives regular players the confidence to build and tune their own cars, while also giving experienced players tools that can speed up their workflow, test assumptions, and even challenge what they think they already know.

ForzaLabs was created to make Forza building and tuning more transparent, more data-driven, and more accessible.

We built it because the game has always had incredible depth. Our goal is to give players the tools to finally understand and use that depth with confidence.