Comment on reports like they’re Google Docs.

Comma is the comment layer for your reports. Drop in any dashboard, notebook, or AI report. It shows up exactly as-is, and your team’s comments pin to the exact chart, cell, or line. Render. Comment. Share.

Free forever · No credit card · Live in 30 seconds

Importantno screenshots, no lost Slack threads
Executive Summary

Quarterly Performance

Q1 2024

Revenue grew 18% compared to Q4, driven by strong enterprise adoption and improved conversion.Comment pin1

Works with the tools your reports already come from
ClaudeCursorHexObservableMetabaseJupyterLookerdbtPlotlyTableau
How it works

Three steps. Zero setup.

1

Bring your HTML in

Paste it, upload a file, or let your AI agent publish it for you. Comma renders it untouched — no rebuild, no broken charts.

2

Comment in context

Select any paragraph, chart, or table cell and pin a thread. Highlights stay anchored across revisions.

3

Share like a doc

Invite editors, commenters, and viewers, or hand out a link. Resolve threads when the work lands.

The product

The report stays intact. The feedback gets precise.

CommaAcme Corp · Q2 Business Review
MPAKNCShare
Executive Summary

Q2 Business Review

We expanded into 3 new markets and launched 12 product enhancements, resulting in higher engagement and retention.

Metric
Q2 2024
Q1 2024
Change
Revenue
$12.4M
$10.5M
+18%
Gross margin
71%
68%
+3pp
Customers
1,240
1,098
+13%
ARR
$48.7M
$41.2M
+18%
2
CommaTable: Financial Highlights · Row 1, Col 4
Use cases

Built for the people who actually ship the report.

Finance & FP&A

Close books faster with clear context around numbers, changes, and assumptions.

Explore use case

Marketing & Growth

Review campaign performance without screenshot threads or lost Slack feedback.

Explore use case

Product & Ops

Align around launch readouts, weekly metrics, and operational reviews.

Explore use case

Agencies

Share client-ready reports and collect feedback in one place.

Explore use case
Routines + MCPBeta

Reports that refresh themselves.

Schedule routine reports, auto-assign reviewers, and connect Comma to your tools and agents.

Schedule a routine
Your data
Connect once
Comma
Comma
Process & context
Teams & tools
Share anywhere
Scheduled routines

Run reports on a cadence and post fresh revisions.

MCP and API

Let agents publish reports and respond to feedback.

Scoped tokens

Use revocable tokens for controlled access.

one line · remote MCP
$ claude mcp add --transport http comma
  https://commareports.com/api/mcp

Needs a free account — mint a token in Settings → API tokens. Full walkthrough in the Claude Code setup guide.

Faithful & safe

Faithful rendering, safe by default.

HTML stays intact

Reports render as HTML, not screenshots. Charts, tables, and scripts come through faithfully.

Sandboxed by default

Uploaded HTML runs isolated from account access in a sandboxed iframe.

Context stays anchored

Comments remain tied to the paragraph, chart, or table cell being discussed.

See it move

From upload to comment to share.

One continuous take. Real product, no mockups: drop in an HTML report, mark a line, drop a comment, watch a teammate reply live, then hand out a link.

Prefer hands-on? Try the live demo
Pricing

Comma is free. You only pay to run it.

Most popular

Free

Everything Comma does, free.

Best for: Anyone publishing, collaborating, or automating reports.

$0

Free forever, no credit card

  • Unlimited reports
  • Unlimited commenters per report
  • Anchored comments and highlights
  • Public share links
  • On-demand publishing from Claude and other agents (API + MCP)
  • Scheduled routines: bring your own AWS Bedrock key, free
  • Or use our keys and top up prepaid credits, pay only for what you run
  • API tokens with no limits
  • Community support
Start free

Enterprise

For teams that need structure and control.

Best for: Teams, regulated industries, on-prem, procurement-led orgs.

Let’s talk

Custom, built around your team

  • Everything in Free, plus:
  • Teams and folders for workspace structure
  • Pooled prepaid credits across the team
  • Custom domain (e.g. reports.yourco.com)
  • No “Published on Comma” mark on shared reports
  • SSO / SAML (Okta, Google Workspace, others)
  • Audit log, DPA, and IP allowlist
  • On-prem / self-hosted deployment
  • Bring your own AWS Bedrock at scale, billed to your AWS account
  • Password-protected and expiring share links
  • Dedicated support and SLA
Contact sales
After week one

What teams say after the first week.

The first review tool my engineers actually open.
Senior PM
We stopped maintaining a separate Notion mirror of every dashboard.
Head of Analytics
Claude writes the report, posts it, and resolves my feedback. I review one link.
Staff ML Engineer

Stop screenshotting reports into Slack.

Paste an HTML report and start reviewing in context.

30 seconds · No credit card