# Understanding Turbo Lag

> What is turbo lag, and how does it affect your car's performance?  Learn the difference between turbo lag and boost threshold, and why you shouldn't worry.

Source: https://help.flyinmiata.com/en_us/understanding-turbo-lag-S16wXxQ3lg

Last updated: 2026-05-06T21:32:14.204Z

Even if you’re new to turbocharged engines, you’ve probably heard of “turbo lag.” It’s often described as an annoying delay after pressing the gas pedal, before feeling the extra power from the turbocharger. But is it really something to worry about?   
  

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## What Is Turbo Lag?

  

A turbocharger runs on exhaust gases. At low RPMs, exhaust flow is low, so the turbo spins slowly and produces little (if any) boost. As engine speed rises and exhaust flow increases, the turbo “spools up” and delivers extra power by cramming even more air into the engine.

The short delay between asking for acceleration and the turbo producing boost is what we call turbo lag. Several factors influence how noticeable lag is:

*   Turbo size - Bigger turbos can make more power, but usually take longer to spool up. 
*   Exhaust design - Long or restrictive piping slows down exhaust flow; short, efficient routing improves response. 
*   Turbine & compressor weight - Heavier wheels take more energy to spin. 
*   Wastegate control - Too little actuator preload or sourcing the boost reference before restrictions/pressure changes (such as an intercooler) can delay spool-up time.
*   Tuning - Fueling and ignition settings impact how quickly boost arrives.

  

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## **Turbo Lag vs. Boost Threshold**

  

A lot of people use the terms "turbo lag" and "boost threshold" interchangeably, but they actually describe two different things.   
  
Boost threshold is the engine RPM at which the turbo begins to produce useful boost pressure. Below this point, there simply isn’t enough exhaust energy to spin the turbo fast enough to create meaningful boost. This is mostly determined by turbo size and engine characteristics. Larger turbos typically have a higher boost threshold, which means you need to rev the engine higher before they start adding significant power.

A simple way to think about it:

*   Boost threshold:  When the turbo starts to work and compresses air.
*   Turbo lag:  How long it takes to respond once you ask for power.

For example, if you’re cruising at low RPM and suddenly floor the throttle, most of the delay you feel comes from being below the boost threshold, not from lag. The engine first has to build enough exhaust flow before the turbo can do its job. But if you’re already in the powerband and quickly get back on the throttle after shifting, the short pause before boost returns is true turbo lag.

In real-world driving, this means a car that feels slow at low RPM doesn’t necessarily have “bad lag” - it may simply have a higher boost threshold because it’s designed to make more power at higher RPM. 

  

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## Should You Be Concerned?

  

A common misconception is that a turbocharged car feels slower than a naturally aspirated car before the turbo spools up. In reality, that’s not true - below the boost threshold, the engine is still performing like a normal naturally aspirated motor, and in many cases, it’s actually making a bit more torque thanks to the improved airflow design of a turbo setup. In everyday driving, most drivers naturally stay near the engine’s boost threshold by shifting at normal RPMs, which is why turbo lag often feels much less noticeable than people expect.

The difference is simply that once the turbo builds pressure, power climbs much faster:

  

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)  

In daily driving, this means:

*   Off-boost response is still perfectly usable and not “dead.” 
*   Lag is really just the wait for extra power, not lost power.

You’ll mostly notice lag only if you stab the throttle suddenly at low RPM. With normal driving or proper gear selection, it’s barely noticeable.

Rather than thinking of lag as a handicap, it’s better to see it as a transition point  - the car goes from being a solid naturally aspirated performer to something with an added kick once the turbo lights up. 

  

* * *

  

## Mechanical Factors that Influence Spool Time

  

The goal isn’t to completely eliminate lag (that’s nearly impossible) but to make it so short that you barely notice it. If you’re building or modifying a turbo setup, here are some common strategies:

**Turbo Size and Design:** Smaller turbos spool up faster because their rotating parts are lighter and need less exhaust energy to get moving. Modern turbo tech (like twin-scroll or ball bearing turbos) helps balance quick response with higher top-end power.

**Exhaust Setup:** Shorter, smoother exhaust piping keeps exhaust gases moving quickly into the turbine. Reducing restrictions and preventing turbulence (sharp bends, oversized pipes, poor transitions, etc.) lets the turbo react faster.

**Lighter Moving Parts:** Turbine and compressor wheels made from lightweight materials (such as titanium-aluminum alloys) reduce inertia, allowing them to spin up more quickly. 

**Engine Tuning:** A skilled ECU calibrator or tuner can adjust ignition timing, fuel delivery, and boost control to make the turbo respond sooner. This makes a huge difference in everyday drivability - sometimes more than hardware changes. In racing, advanced systems like anti-lag may be used (not practical for street cars).

  

* * *

  

All of these considerations have already been addressed if you have a [Flyin' Miata turbo system](https://flyinmiata.com/search?q=Flyin%2527+Miata+stage+1+turbo+system&options%255Bprefix%255D=last)!  Our in-house engineering team has decades of experience designing and testing Miata turbo kits from the ground up, so you don't have to worry about getting it wrong with a DIY setup.  

Need a visual aid from our resident Axl Rose of horsepower? We covered this same topic in a YouTube video: [Should you Fear TURBO LAG?! - Tech Talk with Jeremy Ferber](https://www.youtube.com/watch?v=oPzpMZSwmXU)

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