# Introducing the Quantum Economic Advantage Online Calculator

**Authors:** Frederick Mejia, Hans Gundlach, Jayson Lynch, Carl Dukatz, Andrew Lucas, Eleanor Crane, Prashant Shukla, Neil Thompson

arXiv: 2508.21031 · 2025-08-29

## TL;DR

This paper introduces an open-access web tool that compares quantum and classical computing performance across various algorithms, accounting for technical factors, to identify when quantum advantage is achievable.

## Contribution

It provides a systematic, customizable framework and tool for evaluating quantum advantage timing, incorporating diverse technical assumptions and hardware scenarios.

## Key findings

- Quantum advantage timing for some algorithms is robust.
- For other algorithms, advantage timing depends heavily on technical factors.
- The tool helps identify key technical factors influencing quantum economic advantage.

## Abstract

Developing a systematic view of where quantum computers will outperform classical ones is important for researchers, policy makers and business leaders. But developing such a view is challenging because quantum advantage analyses depend not only on algorithm properties, but also on a host of technical characteristics (error correction, gate speeds, etc.). Because various analyses make different assumptions about these technical characteristics, it can be challenging to make comparisons across them. In this paper, we introduce an open-access web-tool designed to make such comparisons easy. Built on the framework introduced by Choi, Moses, and Thompson (2023), it calculates when quantum systems will outperform classical computers for a given algorithmic problem. These estimates can be easily updated based on various assumptions for error correction, overhead, and connectivity. Different hardware roadmaps can also be used and algorithm running times can be customized to particular applications. It can currently be accessed at https://futuretech.mit.edu/quantum-economic-advantage-calculator.   This integrated prediction tool also allows us to explore which technical factors are most important for quantum ``economic" advantage (outperforming on a cost-equivalent basis). Overall, we find that for some algorithms (e.g. Shor's) the timing of advantage is quite robust, whereas for others (e.g. Grover's) it is contingent, with numerous technical characteristics substantially impacting these dates. In the paper, we discuss both why this occurs and what we can learn from it.

## Full text

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## Figures

11 figures with captions in the complete paper: https://tomesphere.com/paper/2508.21031/full.md

## References

39 references — full list in the complete paper: https://tomesphere.com/paper/2508.21031/full.md

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Source: https://tomesphere.com/paper/2508.21031