Comma vs ChatGPT Canvas

TL;DR

Canvas is where you and the model write the page. Comma is where other people review it. Canvas puts a draft next to the chat, lets ChatGPT edit it in place, and can render HTML so you see the result without leaving the window. That is a very good way to make a page. It is not designed for the step after: sending the page to five people and collecting their objections on the exact lines they object to.

Most AI-written pages that end up in Comma started in a chat. The two tools sit on either side of "send".

At a glance

Comma ChatGPT Canvas
Made for Reviewing HTML that already exists Drafting text or code together with ChatGPT
Who comments Your readers — anchored to text selections and table cells ChatGPT, when you ask it to review the draft
Input Any HTML — from ChatGPT, Claude, a notebook, CI, an agent What you and ChatGPT write in that conversation
Who can open the link Public, password, invite-only, team or email domain Depends on ChatGPT's sharing options for your plan
Reader needs an account? No, to read or to comment No, to read a shared link
Regenerate without new link Yes — revisions at one URL, diff between any two Versions live inside the canvas and its chat
Agent can publish Yes — MCP server and REST API, scoped comma_sk_… tokens No — a person works in the ChatGPT app
Price Free — pay only for routine AI compute Included with ChatGPT plans

OpenAI changes Canvas and sharing regularly; check their help center for what your plan includes today.

What Canvas is good at

Editing with the model, not just prompting it. Highlight a paragraph and ask for it shorter, or ask for a different reading level across the whole draft, and the change lands in place instead of in a new reply you have to copy from. For writing, that is a real improvement over chat.

Seeing code run. HTML and simple React render in the canvas, so a one-off dashboard, chart or calculator can be built and checked in a single window.

Self-review. Asking ChatGPT to comment on its own draft catches the obvious problems — vague claims, inconsistent numbers — before a human ever sees it.

What Comma is good at

Getting a decision out of people. The pages that land in Comma are usually meant to be signed off: an analysis, a weekly summary, a proposal, an incident write-up. That needs a few things a chat product doesn't aim for:

  • Human comments on the specific line. A reader selects the number that looks wrong and pins a thread to it; the next reader sees the question in place. See comment on HTML.
  • Access that matches the content. Internal numbers shouldn't sit at a public URL. Comma links can be invite-only, password-protected, or gated to your team or email domain — sharing options.
  • One URL across versions. Fix what reviewers flagged, update the same report, and the link you already sent now shows the fixed version. Old revisions stay diffable and open threads carry across.
  • Pages from anywhere. The canvas export, the Claude artifact, the CI coverage report and the notebook all get reviewed in the same place.
  • Agents that close the loop. Over MCP, a coding agent publishes the page itself, reads the comments on its next run and replies in-thread — let an agent respond to comments.

Where each one wins

Writing the first draft

Canvas wins. Inline edits with the model are the whole point of it, and Comma doesn't try to be a writing tool.

Asking the model to critique its own work

Canvas wins. It is one click, and the suggestions are good enough to fix before anyone else reads the page.

Asking your team or a client to critique it

Comma wins. Five reviewers, comments on the exact sentence, a link you can restrict, and no ChatGPT account needed to take part.

A page that gets regenerated every week

Comma wins. A routine or CI job updates one URL every run, so the link pinned in your channel keeps working and last week's discussion stays attached.

Moving a canvas into Comma

  1. Ask ChatGPT: "Give me this canvas as one self-contained HTML file — inline the CSS, load any libraries from a CDN."
  2. Paste it into Comma — or into the free HTML viewer first to check it renders, then hit Get a shareable link. Writing in Markdown instead? Use the Markdown to HTML converter.
  3. Send the URL. Reviewers comment without creating an account.

The full walkthrough, including what breaks and why, is in share HTML an AI chat generated.

Try Comma

Take the next canvas you were about to paste into a doc or screenshot into a thread, and send it as a page people can comment on instead.

Publish your first report →

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