GradientDescent

Solve production-grade optimization problems.

  • Problems companies solve every day
  • Full-size data, hard time limit, fixed CPU and memory
  • Every solution checked against the business rules
  • Ranked on a public leaderboard
Explore competitions
routing.log0.0s / 10.0s

4 vans, 220 orders, not enough miles for all. Which van should deliver which orders, and in what order?

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moves tried

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Operations research moves the world.

Crew rostering, network design, container loading, energy dispatch, pricing: the same methods run all of them, and each will get its own competition.

What optimization is worth

Operations research projects and the results they reported
OrganizationProblemResultEdelman Award
IntelProduct design through supply chain planning$25.4B in combined revenue gains and cost cuts since 2009[5]2020
UPSDelivery route optimization (ORION)$300–400M a year expected; 100M fewer miles driven annually[6]2016
WalmartTruck routing and load planning$91.5M saved and 33M miles avoided in one fiscal year[7]2023
UN World Food ProgrammeFood basket and supply chain designMore than $50M saved across Syria, Iraq, and Yemen[8]2021

How a submission is judged

You upload your code, not your answers. We run it on hidden instances under the same limits for everyone, check every constraint, and post the score.

The input and output formats are fixed for every competition, so you only have to think about solution quality and runtime.

max-orders-route
  1. 1Get the problem
  2. 2Your code runs
  3. 3Scored and ranked

$ gd submit algorithm.py

Where companies meet people who can solve their problems

Companies bring real problems and review how people solved them. People get practical experience and a record of it that employers can check.

For companies

Hire job-ready optimization talent

  • Hire people who have already solved your kind of problem
  • See their code, not just their score
  • Run a competition on your own problem
Work with us

Gradient Descent

problems out, solutions back

For talent

Get real-world experience, hands on

  • Solve problems companies actually have
  • Build a portfolio of ranked, reviewed solutions
  • Get hands-on practice before the job
Find a competition