tableArth.ai vs Luzmo

Two approaches to embedded analytics

Luzmo, formerly Cumul.io, is embedded analytics for SaaS built around a low-code, drag-and-drop dashboard builder. Its emphasis is letting product teams and non-engineers compose visually rich dashboards, white-label them, and embed them into a product through a developer embedding layer. As of writing, Luzmo has also been adding AI-assisted features. The center of gravity is the dashboard you build: someone designs the charts, lays out the views, and ships them to customers.

tableArth.ai centers on the other end of the workflow — the question your customer asks. Drop a widget into a data table you already have, call the REST API, or ship a Chrome extension, and customers ask in plain English. The engine writes and runs the SQL automatically, auto-selects a chart across bar, line, area, pie/donut, scatter, stacked bar, funnel, and table, and streams the answer back in under about five seconds. There is no authoring step: every table gets an auto-built dashboard and 15 suggested prompts on day one.

Neither approach is strictly better — they optimize for different jobs. If the job is "our team designs and maintains polished dashboards for customers," a builder-first product is a natural fit. If the job is "let customers ask anything about their data without us building a view for it first," that is what tableArth.ai is for. Many teams will recognize both needs; the question is which one is the bottleneck today. For more background on the category, see what is embedded analytics and natural-language query.

Deployment and privacy

tableArth.ai ships three ways. The widget is a drop-in UI for React, Vue, Angular, or plain HTML — two lines of code, white-labelable on your domain, origin-locked via API key, and themeable through CSS variables. The REST API lets you bring your own UI with Server-Sent Events streaming and per-customer and per-user sessions. The Chrome extension overlays the AI panel on tables in any web app — even ones you did not build. Luzmo's embedding model is oriented around getting its dashboards into your product, which is the right shape for a builder-first tool.

On data handling, tableArth.ai exposes four privacy modes you set per customer, workspace, or table: Full AI (the model sees the full table), Masked data (text is tokenized before the LLM and restored in the output), Hybrid / stats only (the model sees only column statistics while rows render locally), and Local template (pure server-side, zero external AI calls). An API key plus origin guard locks every widget to your domain, and budget caps can be set per widget, endpoint, customer, or user. Enterprise adds bring-your-own-LLM key, SSO, SCIM, role-based access, and audit logging; SOC 2 Type II is in progress. See security for the full picture, and verify Luzmo's current security and compliance posture on its own site.

When tableArth.ai fits best

Choose tableArth.ai when you want customers to get answers from the tables you already ship, without your team authoring a dashboard for every question. It fits when:

• Plain-English, ad-hoc questions matter more than pre-built views.
• You want answers, charts, and a dashboard with no setup — on day one.
• You need to embed via a widget, your own UI over a REST API, or a Chrome extension over an app you did not build.
• Per-customer, per-workspace, or per-table privacy modes are a requirement.
• You prefer usage-based, sales-led pricing scoped to your traffic.

When Luzmo may be the better fit

Luzmo may be the better fit when your priority is hand-crafted, visually rich embedded dashboards that non-engineers on your team can build and maintain through a low-code, drag-and-drop builder. If your product roadmap calls for tightly designed, curated dashboard experiences authored up front — rather than open-ended natural-language questions — a builder-first tool is aligned with that goal. As of writing, Luzmo has also been adding AI-assisted features, so if you want both a mature visual builder and emerging AI capabilities in one place, it is worth evaluating directly. Because both products evolve quickly, confirm Luzmo's current builder, embedding, AI, security, and pricing details on luzmo.com before deciding.

If you would like help mapping these trade-offs to your own product, the docs walk through how the widget and API work, and you can always talk to us. You may also find the broader roundup in embedded analytics tools compared and the build vs. buy guide useful.