Kestrel · Revenue team · Q3 2026
Q3 churn by region
Churn fell for the third month in a row. EMEA now drives most of the gain.
Can we split EMEA out?
Resolved in v4Keep ChatGPT to make the chart. Display gives it its own URL, and colleagues and clients open it without a ChatGPT account.
Used by top teams at


Both show interactive charts and diagrams. They differ in where the result lives and who can open it.
| ChatGPT Visualizations | ||
|---|---|---|
| Its own URL for each chart | Partly: Chat or response link | Yes: One URL, always current |
| Chat link opens outside your workspace | No: Members only | Yes: Invite with a role |
| Readers without a ChatGPT account | Partly: Personal-plan links only | Yes: Public or email invite |
| Other AIs can publish into it | Not documented: Only ChatGPT documented | Yes: Any agent |
| Comments on the chart | Partly: On the Space page | Yes: Agents read comments |
| Version history | Not documented | Yes: From the Solo plan |
| Download the source | Partly: Varies by result | Yes: HTML or Markdown file |
| Makes the chart in the chat | Yes: Built into ChatGPT | No: Your agent makes it |
| Real-time co-editing | Partly: In Space pages | No: One at a time |
| One price for the whole company | No: $25 per user, monthly | Yes: $79 a month |
Checked 12 November 2026. Sources: Visualizations · Work with pages · Publish and share Sites · Shared links FAQ · ChatGPT release notes · ChatGPT Business pricing
“We gave it to a few people, expecting the super users who’d been asking for a publishing platform. We didn’t realize the whole business would pick it up.”
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Use Display when a chart, diagram or dashboard must reach people outside the chat. Keep ChatGPT to make the first draft. Then publish the result to Display as an HTML page with its own URL. Clients and colleagues open it without a ChatGPT account, and each update keeps the same URL. Use ChatGPT Visualizations when you want to explore an idea inside a chat and you are the only reader. OpenAI documents two ways to share a visualization: the chat's Share action, or a page in ChatGPT Space. A chat link from a ChatGPT Business or Enterprise workspace opens only for members of that workspace.
Your agent writes each of these as HTML or Markdown today. More document types are planned.
Your agent writes the chart as an HTML page. Charts, scripts and interactivity keep working.
Publish a diagram or a screen design as HTML, or write a Mermaid diagram in a Markdown doc. People comment on it and edit it on the page. Planned: Canvas, a document that holds screen designs side by side.
HTML and Markdown tables work today. Planned: publish a CSV file as a table that readers can filter and sort.
Fix any line right where you read it.
A Q3 delivery report is open on Display, with 89.7% in its On-time rate tile. Someone selects Edit in the header, changes the tile to 94.4% on the page, and selects Save changes. The report reopens as version 4 at the same URL.
Shows this step in the loop
A doc stays private until you share it. A public doc opens without sign-in. For a private doc, readers sign in with a one-time password, or with Google or Microsoft from the Solo plan. Readers need no seat.
Every doc stays private until you share it with people and groups.
On Solo and higher plans, colleagues use the Google or Microsoft account they already have. Readers need no seat.
Invite clients and partners by email, and give each one a role: Viewer, Commenter, Contributor or Editor.
On Team and Business, see who opened which doc, and when, before you follow up.
Choose by who has to open the result.
A Space for every team, with folders inside and its own permissions.
You and your agents can search every doc you can open.
Claude, ChatGPT or Cursor, on personal or company plans. One doc, one URL.
Develop applications that pull data from your sources.
Pull data from the sources your team already uses.
Keep ChatGPT to make the chart. Display gives the result its own URL. People without a ChatGPT account can open it, and people you invite as Commenters can comment on it. Each update is a new version at the same URL. Display Team is $79 a month for the whole company, and viewers are free.
A new doc is private by default. You can share it with people and groups, open it to everyone in your company, or make it public. People sign in with Google, Microsoft or a one-time password before a private or company doc opens. Enterprise adds SAML sign-in, for example with Okta.
Ask ChatGPT to write the same chart as one HTML file. OpenAI says that export formats can vary by result, so open the file and check it. Then publish the file to Display with the MCP server, the CLI or a file upload.
Yes. Charts, scripts and interactivity keep working. The scripts run in the reader's browser. The page shows the data that your agent published. To change the data, your agent publishes a new version at the same URL.
Yes. OpenAI tells you to use a Site when the result needs a shareable URL. ChatGPT builds the Site. A public Site opens for people outside your workspace, and invitations to named people outside your workspace are rolling out. Display takes HTML and Markdown from any agent. People comment on the page and edit it, and each update keeps the same URL.
Yes. OpenAI's documentation names no feature “Artifacts”. The nearest ChatGPT features are Visualizations and Intelligent UI. OpenAI documents two ways to share a visualization: the chat's Share action, or a page in ChatGPT Space. On Display, any agent publishes the chart, diagram or dashboard as an HTML page with its own URL, and you choose who can open it.
OpenAI documents no whiteboard and no design canvas. Visualizations can make a diagram in a chat. In a page in ChatGPT Space, the /visualize menu also offers a screen design. OpenAI says that Sheets in ChatGPT Space are coming soon. On Display, your agent publishes diagrams, mockups and tables as HTML or Markdown today. Canvas for design work and CSV tables are planned.
No. “Open” means three things. Any agent can publish to Display. Anyone you choose can open a doc without a seat. You can download the source file of any doc at any time.
Display works with Cursor, Codex, Claude Code, ChatGPT and any other agent that writes HTML or Markdown.
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