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Jurriën Kerstholt

The Power of OpenAI Codex (and How It Compares to Claude Code)

Two years ago, AI in coding with Copilot was an autocomplete feature. Today, you turn on OpenAI's Codex and come back a day later to review four finished features. Not code suggestions, but completed pull requests, tested, ready to merge.

That's not an incremental improvement. That's a different game.

In this piece: what OpenAI Codex can do, why it changes your way of building, and how it compares to Claude Code. Not to pick a winner, but to show that the real shift isn't in the tools, but in how you work.

What Codex actually is in 2026

Codex no longer runs in your editor. It runs in the cloud, in its own sandboxed environments, and it works on multiple tasks simultaneously. You submit a command in the Codex app (available since March on Windows), the agent forks your repo, does the work in an isolated container, and delivers you a pull request.

Three things make it powerful:

  • Parallel work. You can queue five tasks at once. Codex picks them up, develops them, and you review at your own pace. Work that previously took weeks now happens in days.
  • Memory and automation. Codex remembers context from previous conversations. You can schedule tasks for it to pick up automatically, even days later. It will 'wake up' on its own to continue working on something that needed time.
  • Native web and computer use. Codex has a built-in browser, can build and host websites via Sites, and on Windows, it can operate desktop apps. It's no longer just a coding tool; it's an agent that uses the entire work system as its toolkit.

Then there are the six new business plugins for sales, data analytics, design, public equity, investment banking, and creative production. Interesting developments...

Why this feels different than Claude Code

Claude Code and Codex are close in terms of benchmarks. On SWE-bench Verified, GPT-5.5 leads narrowly (88.7% vs 87.6%), while on the stricter SWE-bench Pro, Claude Opus 4.7 takes the lead (64.3% vs 58.6%). For terminal tasks, Codex is ahead. So this isn't about which tool is smarter.

The difference lies in the philosophy.

Claude Code is active in your terminal, on your machine, with your codebase. It works alongside you in real-time. You see what it does, you intervene if it goes wrong, it feels like extreme programming with someone who never gets tired. For heavy refactors across multiple files, for architectural choices, for work where context and judgment are crucial: that's Claude Code's territory.

Codex has the opposite approach. The work doesn't happen next to you; it happens elsewhere, and you receive the result. For clearly defined tasks (fix a bug, write a test suite, build this endpoint), this is ideal. For broad, architectural decisions, it's more challenging because you are further removed from the work.

A simple rule of thumb: Claude Code if you want to sit alongside the agent, Codex if you want to outsource the work.

What this means for how you build software

The question 'which tool is better' distracts from where the real shift is happening. It's not in benchmarks, but in work distribution.

In 2024, the developer was the bottleneck. You could come up with requests for your AI faster than your AI could answer them. In 2026, that will reverse. The AI can deliver more work than you can review. What makes the difference is not choosing the smartest tool, but learning how to review, formulate assignments, and manage parallel work most effectively.

That's similar to something entrepreneurs already know: working with a good freelancer or an executive team. You don't win by working harder yourself. You win by giving better briefings and reviewing faster.

The entrepreneurs who are getting started now are building internal tools and automations at a pace that was only possible a year ago with a development team. Not because they've become better programmers, but because they've become better delegators.

The practical side

For most of the businesses I help, the choice looks like this:

Do you want an internal tool, a dashboard, an automation, or a marketing site? Then Claude Code aligns well with how you work. You're involved, you maintain control, and you learn alongside what the AI does.

Do you want agents to deliver work in parallel while you do other things? Then Codex comes strongly into play. Especially if you have teams that want to set multiple tasks simultaneously.

In practice, serious users use both. Claude Code for work they want to stay close to, Codex for work they want to outsource to an agent that continues independently.

The deeper lesson

Both tools demonstrate the same truth: building software is no longer a trade that only developers can do. Not because code has become trivial, but because the execution is increasingly detached from human involvement. What still matters is the direction: what needs to be built, why, for whom, and how do we know if it works.

That's precisely what entrepreneurs are naturally better at than tools. And that's why 2026 will be an interesting year for those who want to seriously modernize their business.

Want to know how to practically apply this in your own business? Schedule a call and we'll explore together where the biggest leverage lies for you.