# Comma vs Mode: BI Platform or Report Sharing Layer?

Canonical: https://commareports.com/vs/mode

> Mode is a SQL-first BI platform. Comma is a sharing, comment, and refresh layer for HTML reports — including reports generated by AI tools. A direct, honest comparison.

# Comma vs Mode

## TL;DR

**Mode is a BI platform — a SQL workbench with notebooks and dashboards layered
on top. Comma is a sharing, comment, and refresh layer for HTML reports.**
They sit on different shelves: Mode is where you _build_ the report, Comma is
where you _send it to the team and keep it fresh_. Teams that came to Mode
specifically for the dashboard-sharing surface can replace that slice with
Comma; teams that use Mode as a full BI platform usually keep both.

## At a glance

|                               | **Comma**                                 | **Mode**                             |
| ----------------------------- | ----------------------------------------- | ------------------------------------ |
| **Category**                  | HTML report workspace                     | BI platform                          |
| **Input**                     | Any HTML you produce                      | SQL / R / Python written inside Mode |
| **Renders external HTML?**    | Yes, faithfully, sandboxed                | No                                   |
| **SQL workbench**             | No                                        | Yes                                  |
| **Dashboards as a primitive** | No (BYO HTML)                             | Yes                                  |
| **Comments**                  | Anchored to text and table cells          | In-app threads                       |
| **Scheduled refresh**         | Routines on every plan                    | Scheduled reports                    |
| **Agent posting (MCP)**       | Yes, scoped `comma_sk_…` tokens           | No                                   |
| **Pricing transparency**      | Free to use; Team & Enterprise let's talk | Custom quotes only                   |
| **Free tier**                 | Unlimited reports, commenters, routines   | Studio (limited)                     |
| **Ownership**                 | Independent (Nadir Tech LLC)              | ThoughtSpot subsidiary since 2023    |

## What Mode is good at

**The full warehouse-to-dashboard pipeline.** Mode's strength is that one team
can sit inside one product and own the whole arc: query the warehouse with
SQL, model and visualize with R or Python in the same workspace, publish a
governed dashboard for business users, and assemble custom data apps for
specific workflows. The ThoughtSpot acquisition is reinforcing that arc with
more AI-driven analytics on top.

If your team's job is "we own analytics end-to-end," Mode is a serious
candidate and has been for a decade.

## What Comma is good at

**Everything after the artifact exists.** Comma starts at the HTML. Paste,
upload, post via API, or have a Claude/Cursor agent ship it through the MCP
server. The report renders faithfully inside an opaque-origin sandbox.
Reviewers leave anchored comments on paragraphs or table cells. Routines
re-run the underlying skill on a cron and append the new HTML as a revision.
Same `comma_sk_…` token gates REST and MCP, so agents are first-class.

Comma does not query a warehouse, does not run SQL, does not build dashboards.
It is sharply scoped: BYO HTML.

## Where each one wins, in detail

### Building the analysis

**Mode wins.** This is Mode's territory. SQL workbench, R, Python, drag-and-drop
dashboards, governed datasets. Comma starts after the artifact exists.

### Sharing for review

**Comma wins.** Mode publishes dashboards inside the Mode UI; reviewers open a
Mode page. Stakeholders open documents more willingly than dashboards. Comma's
surface is the rendered HTML as a document, with comments anchored outside
the iframe. Link-first sharing. Anyone-with-link identity.

### Scheduled refresh

**Both, with different shapes.** Mode's scheduled reports are mature and live
in the paid tiers. Comma routines are on every plan — unlimited, at any
cadence — and refresh by re-running an _underlying skill_, not
just re-executing a saved query. That distinction matters when the report
comes from a Claude skill, a custom Python script, or an external system Mode
wouldn't ingest.

### Agent collaboration

**Comma wins decisively.** Comma exposes an MCP server (Streamable HTTP) under
the same scoped token as the REST API. Claude Code, Cursor, and VS Code
agents can ship reports, anchor comments, and reply to feedback as
first-class collaborators. Mode is not designed as an arbitrary-HTML posting
endpoint for agents.

### Pricing transparency and cost shape

**Comma wins.** Mode does not publish prices; quotes are typically
enterprise-tier and require a sales conversation. Comma is free to use, with
AI compute billed only for hosted runs (prepaid credits) or free when you
bring your own AWS Bedrock key; Team and Enterprise are sales-led. For a team
evaluating tools without a procurement budget allocated, the difference is
large.

### Governance and enterprise readiness

**Mode wins today.** Mode has been an enterprise BI product for a decade —
SSO, governed datasets, audit, security review. Comma is younger; Enterprise
SSO and audit log are on the roadmap rather than shipped. Scoped tokens,
opaque-origin sandbox, and per-token rate limits are already shipped.

### Roadmap stability

**Mixed.** Mode is now a ThoughtSpot subsidiary; some buyers see the converging
roadmap as continuity, others as uncertainty about which features get
prioritized. Comma is independent and small — fewer dependencies, also fewer
guarantees.

## Who Mode is best for

- Analytics teams that own warehouse-to-dashboard end-to-end.
- SQL-first shops that want a mature workbench with R/Python layered on.
- Enterprises that need governed self-serve BI and have a procurement process
  to navigate enterprise pricing.
- Companies already in or moving toward the ThoughtSpot ecosystem.

## Who Comma is best for

- Anyone whose report already exists as HTML (AI tools, eval harnesses,
  external dashboards, custom scripts).
- Teams with more reviewers than producers, where casual commenters need a
  document and not a dashboard tool seat.
- Agent operators who want a scoped, revocable, MCP-native posting endpoint.
- Smaller teams that want transparent pricing without a sales conversation.

## Using them together

If you use Mode as a full BI platform: keep it for the workbench and the
governed datasets, and add Comma as the share / comment / refresh layer for
reports that need a document-shaped surface or live outside of Mode (AI
outputs, eval results, custom HTML). Wire the Mode report into a Comma
routine via the API and reviewers get a faithful, commentable document that
refreshes on a cron.

See [Use Comma with Mode →](/with/mode) for the integration patterns.

## Try Comma

Comma is free, and meant to be enough to use honestly: unlimited reports,
unlimited commenters, unlimited routines at any cadence, full anchored
commenting, full MCP access. No card, no sales call.

**[Create your first report →](https://commareports.com/)**