AI Race Engineer

Setup advice built around how the car actually feels, corner by corner and lap by lap, not generic recommendations.

Not generative AI

onRails doesn’t write advice with an LLM. It matches your inputs, car, track, corner phase, condition, severity, against an authored rule set built from real setup engineering, and returns a ranked, repeatable recommendation. Same inputs, same answer, every time, which is not something a chatbot can promise.

AI Setup Advice

• Is There an AI Race Engineer for Sim Racing?
• Can AI Tell Me What Setup Change to Make?

Driver-Feedback-Based Setup

• Is There Something That Tells Me What to Change Based on How the Car Feels?

No-Telemetry Setup Engineering

• How Do I Learn Race-Car Setup Without Telemetry?

Lap-by-Lap Setup

• How Do I Tune My Car Lap by Lap?

Corner-by-Corner Setup

• Fix Understeer and Fix Oversteer cover the entry/apex/exit diagnosis this tool automates.

In-Race Setup Changes

• How Can I Get Setup Advice Without Leaving My Sim?

Why Generic AI Setup Generation Isn’t Enough

• Why Generic AI Setup Generation Isn’t Enough

This is the philosophy behind onRails.