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How the OpenAI team uses ChatGPT Sites daily

Kath Korevec is a member of the Product staff at OpenAI working on Codex, and she spent over a year building and using ChatGPT Sites internally before its public launch. She’s been on the front lines of shipping Plugin Insights, MCP plugin hosting, and the connector ecosystem, which now includes around 60 integrations. *What you’ll learn:* 1. What Plugin Insights actually does, and why it changes who can use a site 2. The incident command site Kath built for her OpenAI team, and how it uses live Slack and Notion connectors 3. The one phrase that tells Codex to wire up connectors for you 4. The infrastructure layer inside Sites that most people haven’t touched yet 5. How Kath fixed her Spotify after her kids wrecked it, using Reddit and computer use 6. The skill distribution model behind her community dungeon crawler, and why it’s a new way to think about collaboration 7. Why model speed is what actually determines how creative you get 8. Where Kath draws a hard line on AI acting in her name *Brought to you by:* Merge—Connective infrastructure for production AI: https://www.merge.dev/howiai Vanta—Automate compliance and simplify security: https://www.vanta.com/howiai *In this episode, we cover:* (00:00) Welcome and intro (01:00) Sites: internal testing and use cases (05:53) Sites infrastructure (09:00) Kath’s favorite connectors (11:10) Unique ways to use Sites (12:28) Curating a custom Spotify playlist (15:50) Game design and development (25:42) Bringing inference into Sites: the widget experiment (30:00) Awesome Sites gallery (31:57) Kath’s prompting strategy (34:20) Wrap-up and how to find Kath *Blog and detailed workflow walkthroughs from this episode:* Kath Korevec’s ChatGPT Sites Workflows: Dashboards, Music, and Games: https://www.chatprd.ai/how-i-ai/kath-korevec-chatgpt-sites-workflows ↳ How to Build a Real-Time Incident Command Dashboard with ChatGPT Sites: https://www.chatprd.ai/how-i-ai/workflows/chatgpt-sites-incident-dashboard ↳ How to Create an Automated Weekly Music Discovery Playlist with AI: https://www.chatprd.ai/how-i-ai/workflows/chatgpt-sites-weekly-music-playlist ↳ How to Create a Collaborative 3D Game with ChatGPT Sites and Custom Skills: https://www.chatprd.ai/how-i-ai/workflows/chatgpt-sites-collaborative-3d-game *Tools referenced:* • ChatGPT Sites: https://chatgpt.com/sites • OpenAI Codex: https://openai.com/codex *Other references:* • OpenAI DevDay: https://openai.com/devday • Awesome Sites: https://awesomesites.ai *Where to find Kath Korevec:* LinkedIn: https://www.linkedin.com/in/kathleensimpson/?isSelfProfile=false X: https://x.com/simpsoka *Where to find Claire Vo:* ChatPRD: https://www.chatprd.ai/ Website: https://clairevo.com/ LinkedIn: https://www.linkedin.com/in/clairevo/ X: https://x.com/clairevo _Production and marketing by https://penname.co/._ _For inquiries about sponsoring the podcast, email jordan@penname.co._

Kath KorevecguestClaire Vohost
Oct 5, 202635mWatch on YouTube ↗

At a glance

WHAT IT’S REALLY ABOUT

How OpenAI uses ChatGPT Sites for secure, shareable personal software

  1. Kath Korevec (Product Lead for Sites) explains how OpenAI teams use ChatGPT Sites as a place to deploy Codex-built software quickly, ranging from internal tools to playful consumer projects.
  2. A new Enterprise feature, “Plugins in Sites,” lets each viewer bring their own authenticated connectors (Slack/Notion/Calendar, etc.) so the same site displays role-appropriate data without sharing API keys.
  3. Kath demos an incident-command overview site that aggregates incident timelines, owners, runbooks, and tooling to keep a PM informed without disrupting on-call workflows.
  4. The conversation highlights Sites as infrastructure—hosting plugins (including MCP), data, and evals—alongside built-in components like D1/R2 and collaborative editing.
  5. They explore creative use cases such as automated Spotify playlist curation, community-shared game rooms via a “skill,” and experiments to embed inference directly inside sites for real-time generative experiences.

IDEAS WORTH REMEMBERING

5 ideas

Sites is positioned as the deployment layer for Codex-built software, not just a page builder.

Sites lets builders publish software created with Codex without wrestling with the “last mile” of deployment and hosting. This turns what would otherwise be local prototypes into shareable URLs that can become real internal tools or public demos.

One shared site can securely personalize data per viewer through inherited connector auth.

With “Plugins in Sites” (Enterprise), visitors authorize their own connectors (e.g., Slack/Notion/Calendar) so the same site renders different, permission-scoped data per user/team. This reduces the need to manage API keys and avoids leaking data across roles.

Sites can act as an incident “cockpit” that summarizes operations without adding process overhead.

Kath’s incident-command site pulls timelines, owners, runbooks, and guides from Slack/Notion and provides a high-level, minute-by-minute view so she can stay informed without interrupting engineers. It’s an example of a lightweight executive/PM interface built atop existing systems of record.

Sites doubles as infrastructure—hosting plugins/evals/data—not only as an app surface.

Beyond websites, Sites is used to host plugins, data, and evals; it includes built-in primitives like D1 data and an R2 bucket and supports co-editing. OpenAI also announced hosting MCP plugins through Sites, creating a loop where Sites can host the tooling used by other Sites.

Sites enables throwaway, personalized micro-apps that reshape everyday workflows (even for consumers).

Kath built a weekly “heavy rotation” music site that uses automated discovery (e.g., Reddit top playlists via computer-use) and generates a fresh playlist every Monday morning. The emphasis is on “personal software” that matches how an individual thinks/works and can be disposable (built for a trip/week, then deleted).

WORDS WORTH SAVING

5 quotes

We just launched something today which is Plugins in Sites. It will allow anyone to come to your site and use their connected plugins, and so you see only your data on that site.

— Kath Korevec

They'll be looking at the exact same site, but they're gonna see content based on what their team is.

— Kath Korevec

My brain works in different ways than other people, and I might just want like a different view of Google Calendar for the day or for the week. I might be like going on a, on a business trip, and I just want like things organized differently, and so I'll build a site for that week, and then I'll throw it away at the end of the week, and it's wonderful.

— Kath Korevec

There's something about just, like, the organic community. I don't need it to be... I don't need the community to come together in an AGI way. I'd rather just, like, meet the people. Maybe I'm old school like that.

— Kath Korevec

Because that's... I wanna protect that. That's my voice. I don't want, if it's, you know, like signing my name to something it wrote and then sending that to somebody, that's crossing the line. So I say, "Do not do that."

— Kath Korevec

Plugins in Sites (Enterprise)Per-user connector authentication and data scopingIncident command dashboards from Slack/NotionSites as deployment + infrastructure (D1, R2, MCP hosting)Personal software and disposable micro-appsAutomated playlist curation using Reddit + Spotify3D game creation, skills distribution, and inference-in-site experiments

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