Mode Analytics alternatives that are actually worth a look
Mode is a mature BI platform — SQL workbench, notebooks, dashboards, custom data apps, governed datasets. Now part of ThoughtSpot since 2023. Most teams come to it for one of those jobs and don't need the rest. This page is for teams trying to figure out which slice they're actually paying for and which tool serves it best.
Why teams look elsewhere
- Opaque pricing. Mode does not publish prices. Quotes start in enterprise-tier territory. Teams without a procurement budget can't even start an evaluation.
- Roadmap uncertainty. The ThoughtSpot acquisition is consolidating Mode into a larger collaborative-BI roadmap. Continuity for some buyers, uncertainty for others.
- You build everything inside Mode. Mode won't render HTML produced elsewhere — AI tools, eval harnesses, custom scripts.
- The artifact reads as a BI dashboard. Stakeholders open documents more readily than they open a BI workspace they don't recognize.
What to look for in an alternative
Before picking, decide what you actually need:
| Need | What to optimize for |
|---|---|
| SQL workbench with notebooks layered on | SQL-first BI or notebook hybrid |
| Governed self-serve BI for business users | BI tool with semantic layer |
| Share an HTML report your team comments on | Document-shaped surface with anchored comments |
| Refresh a report on a cron | Scheduled runs at a cadence that matches your need |
| Let an AI agent post a report | MCP + scoped tokens |
| Open source / self-host | Self-hostable BI |
| Embedded customer-facing analytics | Embedded analytics primitives |
A tool that does all of these well does none sharply. Pick the column that matches.
The shortlist
1. Comma — best for sharing HTML reports (any source) with anchored comments
Who it's for: Teams whose reports already exist as HTML and need to be reviewed, refreshed, or posted-into-by-agents.
What it does well: Faithfully renders arbitrary HTML inside an
opaque-origin sandbox. Anchored Google-Docs-style comments on text and table
cells. Routines re-run the underlying skill on a cron and append a new
revision. MCP server and REST API gated by the same scoped comma_sk_…
token, so a Claude Code or Cursor agent is first-class. Collaboration is not
paywalled per seat — Free tier supports three commenters per report.
Pricing is published on the page.
What it does not do: Comma is BYO HTML. It does not query a warehouse, does not execute SQL, does not build dashboards.
Pricing: Free; Pro $15 / month; Team $75 / seat / month; Enterprise custom.
2. Hex — best for the SQL + Python notebook + dashboard arc
Who it's for: Data teams that want a single notebook surface to query a warehouse, run Python, and publish a dashboard or data app.
What it does well: Mature collaborative notebook combining SQL, Python, and chart cells. Strong AI agents ("Notebook agent," "Threads agent") and a semantic-model layer. Embedded analytics and published data apps.
What it does not do: Per-editor pricing scales painfully for review-heavy teams. Comments live on a notebook UI. Won't render external HTML.
Pricing: Free (5 notebooks); Professional $36 / editor / month; Team $75 / editor / month; Enterprise custom.
3. Looker (Google Cloud) — best for governed enterprise BI on Google Cloud
Who it's for: Enterprises already on Google Cloud who want a governed self-serve BI tool with a strong semantic layer (LookML).
What it does well: LookML semantic modeling, governed metrics, enterprise-grade access control, embedded analytics. Tight integration with BigQuery.
What it does not do: Heavy implementation lift (LookML is a real language). Not a notebook environment. Pricing is enterprise-only.
Pricing: Custom quotes.
4. Looker Studio — best free BI for quick dashboards
Who it's for: Teams that want a free, fast dashboard tool for Google Analytics, Google Ads, BigQuery, and similar sources.
What it does well: Free. Easy. Tight with the Google data ecosystem. Shareable links.
What it does not do: Less mature than Looker proper. Not a notebook, not a SQL workbench, no comment layer worth speaking of, weaker for non-Google data sources.
Pricing: Free; Looker Studio Pro adds enterprise features at a subscription tier.
5. Metabase — best open-source self-hosted BI
Who it's for: Teams that want a dashboard / BI tool they can self-host, with a free open-source core.
What it does well: Self-hosted dashboards, SQL questions, basic scheduling, large open-source community. Cloud and Pro plans available if you don't want to host it yourself.
What it does not do: Not a notebook; analyst experience is less rich than Mode or Hex; no native agentic / AI tooling.
Pricing: Open source free; Cloud Starter from around $85 / month; Pro and Enterprise tiered higher.
6. Sigma — best spreadsheet-first BI for business users
Who it's for: Business teams (finance, ops, RevOps) who think in spreadsheets and want governed cloud BI sitting directly on the warehouse.
What it does well: Spreadsheet UX on the warehouse, strong self-serve for finance and ops, governed.
What it does not do: Not a notebook; not Python-friendly; not a comment surface for non-Sigma artifacts.
Pricing: Custom quotes.
7. ThoughtSpot — Mode's new parent, search-driven BI
Who it's for: Enterprises that want AI/search-driven self-serve analytics for non-technical business users.
What it does well: Natural-language search over data, governed analytics, embedded AI agents. The roadmap Mode is converging into.
What it does not do: Enterprise pricing and lift. Not a notebook workbench in the traditional sense.
Pricing: Custom quotes. Free trial available.
8. Hashboard / Lightdash / Omni — best lean modern-BI challengers
Who they're for: Teams that want a leaner, dbt-friendly, semantic-layer BI tool without legacy weight.
What they do well: Native dbt integration, faster setup than legacy BI, modern UX, tighter version-controlled metric definitions.
What they do not do: Younger products, smaller communities, less mature governance and embedded analytics.
Pricing: Varies; published self-serve tiers from ~$50–$300 / month depending on tool and seats.
At-a-glance comparison
| Tool | Strongest job | Free tier? | Public pricing | Scheduled refresh | Renders external HTML | Agent / MCP posting |
|---|---|---|---|---|---|---|
| Comma | Share / comment / refresh HTML | Yes | Yes | Every plan | Yes | Yes (MCP + REST) |
| Mode | SQL-first BI + dashboards | Limited | No | Paid tiers | No | No |
| Hex | Notebook + BI hybrid | Yes (capped) | Yes | Team only | No | No |
| Looker | Governed enterprise BI | No | No | Yes | No | No |
| Looker Studio | Free quick dashboards | Yes | Free / Pro tier | Yes | No | No |
| Metabase | Open-source BI | Yes (OSS) | Yes | Yes | No | No |
| Sigma | Spreadsheet BI | No | No | Yes | No | No |
| ThoughtSpot | Search-driven BI | Trial | No | Yes | No | No |
| Modern-BI challengers | dbt-native lean BI | Varies | Often yes | Yes | No | No |
Pricing verified May 2026 where publicly listed. Verify before commitment.
How to choose
A simple rubric by question:
- "I need a SQL workbench and notebooks." → Hex, Mode, Deepnote.
- "I need governed self-serve BI for business users." → Looker, Sigma, ThoughtSpot.
- "I want free / open-source BI." → Metabase, Looker Studio.
- "I have the HTML already and need to share it for review." → Comma.
- "I want my agent to post reports into a shared workspace." → Comma (MCP server is the explicit primitive).
- "I want modern, dbt-native BI without legacy weight." → Lightdash, Hashboard, Omni.
Many teams pick two. The most common pair: a BI or notebook tool (Mode, Hex, Looker) for the build step, plus Comma for the share / comment / refresh layer — so reviewers get a document, the report refreshes on a cron, and an agent can post into the same surface under a scoped token. See Use Comma with Mode → for the integration patterns.
Frequently asked questions
What is the best free alternative to Mode? For free BI, Looker Studio is the broadest. Metabase is the strongest free self-hosted option. For sharing HTML reports with anchored comments and scheduled refreshes, Comma's free tier covers that surface specifically.
Which Mode alternative supports AI agents posting reports? Comma is the only tool on this list with a first-class MCP server and a scoped-token surface designed explicitly for agent collaboration.
Should I worry about the ThoughtSpot acquisition? Mode still ships and the team is intact. The roadmap is converging with ThoughtSpot's, which means some Mode-specific features may be deprioritized or refactored over time. If that uncertainty matters to you, evaluating an alternative now is reasonable.
Are these tools mutually exclusive? No. The sharp scope of each tool makes them composable. Most teams using Comma also use a BI or notebook tool for the parts Comma deliberately doesn't cover.
Looking for the share, comment, and refresh layer on top of HTML you already have? Create your first Comma report →