Software Alternatives, Accelerators & Startups

Toptal VS Codex by OpenAI

Compare Toptal VS Codex by OpenAI and see what are their differences

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Toptal logo Toptal

Hire the Top 3% of Freelance Talent®. Toptal is an exclusive network of the top freelance software developers, designers, finance experts, product managers, and project managers in the world.

Codex by OpenAI logo Codex by OpenAI

AI that writes the code for you
  • Toptal Landing page
    Landing page //
    2021-09-11
  • Codex by OpenAI Landing page
    Landing page //
    2023-05-19

Toptal features and specs

  • Headquarters
    San Francisco, CA

Codex by OpenAI features and specs

  • Code Generation
    OpenAI Codex can generate code snippets based on natural language prompts, saving time for developers and enhancing productivity.
  • Language Versatility
    It supports multiple programming languages, allowing developers to work in a variety of coding environments.
  • Learning Tool
    Codex serves as an educational tool, helping new programmers understand coding concepts by providing instant code examples.
  • Debugging Assistance
    Codex can assist in debugging by providing possible corrections and optimizations for existing code.
  • Integration Friendly
    It can be integrated into various IDEs and development tools, making it accessible directly within a developer’s workflow.

Possible disadvantages of Codex by OpenAI

  • Accuracy Issues
    The generated code might not always be accurate or optimized, requiring close scrutiny and modifications by the developers.
  • Dependence on Input Quality
    The quality and clarity of the generated code are highly dependent on the quality and specificity of the input prompts.
  • Limited Context Understanding
    Codex may struggle with understanding complex or context-specific requirements, which can lead to inappropriate code suggestions.
  • Security Risks
    There is a potential risk of generating insecure or vulnerable code, which can be a concern for sensitive applications.
  • Cost
    Depending on the usage model, incorporating Codex into development processes may involve significant costs.

Toptal videos

Upwork, Freelancer, Fiverr or TopTal? How to Pick a Freelancing Platform

More videos:

  • Review - Toptal Review by CNBC's Squawk Box
  • Review - Toptal Review - Remote Consulting Freelance Technology

Codex by OpenAI videos

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Category Popularity

0-100% (relative to Toptal and Codex by OpenAI)
Work Marketplace
100 100%
0% 0
Developer Tools
0 0%
100% 100
Freelance Marketplace
100 100%
0% 0
AI
0 0%
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Toptal and Codex by OpenAI

Toptal Reviews

Top 16 Remote Job Boards to Help You Hire Faster
Why It’s Great: Toptal’s pre-vetted freelancers guarantee a faster and more reliable hiring process. You won’t waste time filtering out unqualified applicants, making it the ideal platform for businesses needing top-tier professionals on short notice.
Comparing Andela, Turing, Toptal, Micro1, Arc.dev, and Wajusoft
Renowned for its rigorous selection process, Toptal claims to accept less than 3% of applicants. This exclusivity is backed by a comprehensive screening that spans skill assessments, live coding challenges, and in-depth personality evaluations. The entire vetting process can take up to five weeks, a testament to Toptal's commitment to quality.
The 10 Best Alternatives to Upwork
Next up on our list of Upwork Alternatives is Toptal. This site is a large freelance platform that connects businesses with the top 3% of talent in various industries, including design, development, project management, and finance.
Source: www.twine.net
UPWORK ALTERNATIVES: THE 10 BEST PLATFORMS FOR FINDING FREELANCERS
Toptal focuses on providing experts in software development, design, finance, and project management. It rigorously screens its talent pool to ensure only the best professionals are available for hire.
Source: medium.com
Top Sites Like Fiverr – The Best Alternatives For Freelancers in 2022
Toptal is a network for independent product managers, finance specialists, etc. Jobs across a wide range of industries, including finance, healthcare, and e-commerce, are simple to discover. Before applying for a job, Toptal site visitors undergo testing and vetting. For their tasks, several well-known firms use Toptal to find freelancers.

Codex by OpenAI Reviews

Top 10 Vercel v0 Open Source Alternatives | Medium
Kicking off our list is OpenAI Codex, a powerful AI model that’s capable of generating code based on natural language descriptions. While not a complete platform like Vercel v0, Codex can be integrated into various development environments to provide AI-assisted coding capabilities.
Source: medium.com

Social recommendations and mentions

Based on our record, Codex by OpenAI should be more popular than Toptal. It has been mentiond 72 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Toptal mentions (19)

  • How to Make Money From Coding: A Beginner-Friendly Practical Guide
    Toptal: For experienced developers, higher-paying jobs. - Source: dev.to / 9 months ago
  • Finding Cybersecurity / vCISO or Quality Assurance Jobs
    We noticed that the flexibility and diversity of work available to software developers is impressive. Platforms like https://a.team, https://moonlightwork.com, toptal.com and https://fraction.work are offering freelancing, part-time, and even fractional opportunities serving software enegineers with a plethora of new, innovative ways of working. Source: almost 2 years ago
  • I dont want to learn "डाटा संरचनाएँ और एल्गोरिदम" but want a good job.
    Even at the application level, most people get away with it because those DSA are implemented in the underlying libraries or framework which you just call from your code. But if you were ever asked to debug that library/framework some day, then you'll definitely need to know DSA. Leading institutions like Toptal indeed ask you to do score well in DSA. Source: almost 2 years ago
  • The Definitive Guide to Building and Managing a Successful Remote Development Team
    In today's digital age, more and more businesses are turning to remote developers to help build their products. However, finding and managing remote talent can be a daunting task for many employers. Letsremotify offers a solution by connecting businesses with over 50 million remote professionals worldwide through their platform. They also provide a detailed guide to help employers write effective job descriptions,... Source: about 2 years ago
  • Anyone working as freelance Designer in Toptal?
    Is there anyone who is working as Freelance designer in Toptal? Need help. I would be grateful if anyone can help. Source: about 2 years ago
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Codex by OpenAI mentions (72)

  • OpenAI o3 and o4-mini – OpenAI
    The big step function here seems to be RL on tool calling. Claude 3.7/3.5 are the only models that seem to be able to handle "pure agent" usecases well (agent in a loop, not in an agentic workflow scaffold[0]). OpenAI has made a bet on reasoning models as the core to a purely agentic loop, but it hasn't worked particularly well yet (in my own tests, though folks have hacked a Claude Code workaround[1]). o3-mini... - Source: Hacker News / about 1 month ago
  • AI Agents — A Software Engineer’s Overview
    Fine-tuning based learning (pre-trained optimization). For example, a language model (e.g., OpenAI Codex) fine-tuned for the software development tasks. - Source: dev.to / 4 months ago
  • Codestral: Mistral's Code Model
    > there's no CodeGPT, its just GPT4 Codex[1] is OpenAI's CodeGPT. It's what powers GitHub Copilot and it is very good but not publicly accessible. Maybe they don't want something else to outcompete Copilot. [1] https://openai.com/index/openai-codex/. - Source: Hacker News / 12 months ago
  • Klarna AI assistant handles two-thirds of customer service chats in first month
    > it would need some human touch but most of the work will be done already By that very loose standard, the matter of time is 2 years 6 months 18 days ago — August 10, 2021 was OpenAI's blog post about the Codex model, with a chat interface producing functional JavaScript: https://openai.com/blog/openai-codex Right now, what I see coming out of these tools (and what I see in the jobs market) gives me the... - Source: Hacker News / about 1 year ago
  • Seriously How Far Are We Before We Just Prompt An AI In Any OS to Complete Any Task?
    - Then there's this live demo of OpenAI's Codex but it's not an AI OS like the pin. It does something much better... It creates a script based on what you voice command it to do. So it basically translates that whatever you want into the code to execute that what you said. > However... "As of March 2023, the Codex Models are now deprecated. Please check out our newer Chat models which are able to do many... Source: over 1 year ago
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What are some alternatives?

When comparing Toptal and Codex by OpenAI, you can also consider the following products

Upwork - Forget the old rules. You can have the best people. Right now. Right here.

GitHub Copilot - Your AI pair programmer. With GitHub Copilot, get suggestions for whole lines or entire functions right inside your editor.

Freelancer.com - Search for jobs related to Www freelancer com homepage or hire on the world's largest freelancing marketplace with 12m+ jobs. It's free to sign up and bid on jobs.

Kite - Kite helps you write code faster by bringing the web's programming knowledge into your editor.

Guru - Guru makes it easy for employers and freelancers to connect, collaborate and get work done flexibly and securely. Browse 1. 5 million freelancers for hire and thousands of projects.

Tabnine - TabNine is the all-language autocompleter. We use deep learning to help you write code faster.