Major Codex Update: No Longer Just Coding – Bundles 62 Apps and 110 Automation Skills for White-Collar Work

OpenAI gave Codex a major overhaul today: six role-specific plugins, bundling 62 apps and 110 automation skills, covering data analysis, creative production, sales, product design, public equity investment, and investment banking.

At the same time, it launched the Sites feature, which can directly turn any content into a shareable interactive web application.

Plus, an Annotations precise editing feature: circle what you want to change, and it changes it.

Codex no longer just wants to help you write code – it wants to take over your entire workflow.

5 Million Weekly Active Users, 6x Growth – The Biggest Surge Isn’t from Programmers

First, the data.

After once lagging far behind Claude Code…

After months of catching up…

Codex’s weekly active users have surpassed 5 million, growing 6x since the desktop version launched in February.

The key isn’t the total – it’s the structure: non-developer users (analysts, marketers, operations, designers, researchers, investors, finance professionals) now account for 20%, growing 3x faster than developers.

Axios exclusive data shows: data analysis tasks are growing 110% week-over-week, research tasks 37%, and knowledge outputs (reports, memos, contracts, PPTs, spreadsheets) 36%.

Another number: over 60% of users run multiple Codex tasks simultaneously during the day. In mid-April, that number was under half.

This is no longer a story of “programmers getting another assistant.” Codex has deeply penetrated white-collar work…

So this major Codex update revolves almost entirely around office workflows!

Six Plugins: Giving Codex Professional Skills

The plugin design philosophy this time is clear: not a one-size-fits-all generic capability, but tailored by role. Each plugin bundles the common software for a profession. You give a one-line instruction, and Codex handles the entire cross-software workflow behind the scenes.

Data Analysis Plugin: Connects to mainstream data tools like Snowflake, Tableau. You ask, “Which region had the biggest revenue decline last quarter and why?” It queries the database, does analysis, generates charts – all in one go.

Creative Production Plugin: Integrates design and asset platforms like Figma, Canva. A marketing team gives a creative brief, and it directly produces multiple ad creative variants, including product scene images and e-commerce images.

Sales Plugin: Ties together CRM and communication tools like Salesforce, HubSpot. Find high-priority clients, prepare meeting materials, send follow-up emails, update records, and create closing plans with risk reviews.

Product Design Plugin: Based on Figma and Canva, transforms static wireframes into clickable prototypes, or audits user flow directly from a live URL.

Public Equity Investment Plugin: Connects to financial data terminals like FactSet, S&P, PitchBook, helping investors with earnings analysis, company comparisons, and investment thesis validation.

Investment Banking Plugin: Converts research and due diligence materials into client-ready pitch documents, performs comparable company and comparable transaction analysis.

Future plugins include corporate finance, private equity, marketing strategy, consulting, and legal. The ultimate goal is to open the ecosystem, letting partners develop and list their own plugins.

This is OpenAI’s most direct attack on horizontal SaaS.

It doesn’t replace a specific tool – it sits on top of all tools as an orchestration layer. A marketing manager who used to switch between several apps now just says one thing to Codex.

Sites: You Say One Thing, It Gives You a Website

Sites is the most imaginative feature in this update, currently in preview for Business and Enterprise users.

What can it do?

Previously, Codex gave you a file after finishing a task; now it can directly produce a web page. You share the link with colleagues, and they can open it, view it, and interact with it.

You have a static table or a set of data. Describe what you want in natural language, and Codex directly generates an interactive web application, shareable via URL within your workspace.

A few scenarios:

A finance lead turns an Excel model into an online scenario planner. Management adjusts parameters directly on the web page to compare assumptions, without flipping through document tabs.

During a product launch, all materials are aggregated into a Hub page. The team can check the latest copy, milestones, owners, and decision records anytime.

Before a client review, generate an interactive page with product updates, open issues, usage trends, and next steps.

VentureBeat hit the nail on the head: this directly threatens the workflow layer occupied by BI tools like Tableau and Power BI. Previously, going from “I want an interactive application” to “there’s one” was weeks of development. Now it’s compressed to minutes of conversation.

And this page isn’t a one-and-done. When information changes, you ask Codex to update it, and it does. You can also use it to track project progress, create operation guides for customer support, or store the team’s creative briefs.

Annotations: Circle What You Want to Change

This feature solves a very practical pain point.

Annotations was previously only used by programmers to modify code.

Now it’s extended to documents, spreadsheets, and slides – everyone can use it.

Using it is simple: if you think something is wrong, select that part and tell Codex how to change it. It only touches the selected area, leaving the rest untouched.

For example, if you wrote an investment analysis and suspect a certain data point is incorrect, circle it and ask Codex, “Where is this data from?” Or on a slide, a chart label is unclear – annotate it and ask for a clearer wording. Or Codex made you a webpage, and you don’t like the navigation bar font – select the nav bar and ask for a change.

This feature addresses the “how to edit after the first draft” problem. You don’t have to start over; parts you’re happy with remain untouched.

Codex and ChatGPT Will Merge

Codex’s three new features together send a clear signal: it’s no longer just for programmers – it’s for everyone at work.

And just hours before this update, Codex head Tibo posted a half-joking tweet: “Should we rename Codex to ChadGPT?”

In reality, OpenAI’s intent is already clear: to turn Codex into an all-in-one office productivity tool.

Tibo’s bio already reads “Codex & ChatGPT,” and the two products are managed by the same team inside OpenAI.

So the likely direction is: Codex will merge into ChatGPT, or conversely, ChatGPT will become Codex. Chat is just the entry point; getting work done is the real deal.

OpenAI wants to move from “you ask, I answer” to “you say one thing, I do it all for you.” And the timing of this update – released on the same day as Microsoft BUILD 2026 – is also telling. Microsoft’s newly announced Scout and Google’s Gemini Spark tell the same story: AI is no longer just an assistant that answers questions, but a colleague that can do work for you.

Who Should Be Worried

But the ones who should pay the most attention might not be Microsoft or Google – it’s a bunch of SaaS companies. Vendors like Salesforce and Snowflake, sitting atop data and industry know-how, still have a moat in the short term. Compliance, deep integration, and industry knowledge aren’t things you can replace by just installing a plugin.

But one category of tools should be nervous: those whose core selling point is a “nice interface” – BI dashboards, project management, report generators.

The reason is simple: previously, using a SaaS tool required learning its interface – three days of training, maybe a certification, before you could pull a decent chart from Tableau. Now a marketing director tells Codex, “Give me a table of last month’s ROI by channel,” and Codex directly connects to Snowflake, pulls the data, generates an interactive Sites page, and sends a link for the boss to view.

When users no longer need to learn a tool’s operation, only need to articulate what they want, “nice interface” is no longer a barrier.

True barriers will concentrate at two ends: either you are the source of data and compliance that no one can bypass, or you are the Agent layer that understands user intent and orchestrates all tools.

Those stuck in the middle, making a living off their interface, will feel the pressure first.