Is this another BI tool?

QueryPanel is infrastructure for embedding analytics and generating safe SQL—built for product surfaces, not standalone analyst workspaces.

How do you handle tenant isolation?

Tenant context is part of generation and execution—not something you toggle later in a dashboard filter.

What does implementation look like?

Attach your database with the SDK, wire auth claims, and embed UI where customers already work. Scope follows your surfaces—not building a query engine from scratch.

How do you keep AI SQL accurate as schemas evolve?

Ground generation in synced schema metadata and your knowledge base—annotations, glossaries, and examples—so retrieval and SQL stay aligned with how your data model actually works.

How are tenants counted?

A tenant represents a distinct customer or organization within your SaaS product. We count the number of unique tenants that access or generate analytics in a given billing month.

What counts as an AI chart?

An AI chart is generated whenever an end-user asks a natural language question that results in a new chart, or when an editor uses AI to create or modify a dashboard block.

What happens when limits are exceeded?

You can purchase overage credits for AI charts. For tenant limits, we'll notify you when you approach your plan's limit and help you upgrade to the next tier. We never cut off access for your end-users without warning.

How are AI models selected?

We support OpenAI, Gemini, Anthropic, and even OpenRouter. Bring-your-own-key is available from Starter and above (including Growth and Scale). Custom plans also support bring-your-own-model setups. If you want a specific provider or model path, ping us at csaba.ivancza@querypanel.io.

QueryPanel vs Luzmo

Self-service embedded analytics with built-in AI and product-facing customization.

Luzmo positions itself as an embedded analytics platform purpose-built for product teams. The current product story leans on self-service analytics, built-in AI, native-feeling components, multi-tenancy, and a fast path to launch for teams that want a managed analytics surface rather than owning every piece of the workflow in code.

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Comparison at a glance

This table summarizes typical positioning. Every vendor changes over time—validate details against current documentation and your security review.

Dimension	Luzmo	QueryPanel
In-app experience for end users	Luzmo emphasizes a native-feeling embedded product experience with self-service analytics, AI, branded dashboards, and multi-tenant access.	First-class `@querypanel/react-sdk` components—`QuerypanelEmbedded` for a full dashboard, or `QueryPanelProvider` with `QueryInput` / `QueryResult` for a bespoke flow. They render in your React tree like any other product screen (layout, router, modals, tokens)—not a separate iframe "mini app" on another origin. Mint short-lived JWTs on your server; never ship your workspace private key to the browser.
Primary product shape	Managed embedded analytics suite with builder workflows, AI features, and configurable customer-facing reporting.	Headful React workspace plus headless Node `ask()` calls for teams that want customer questions, SQL, and charts in one product loop.
Trainable knowledge & steering	Definitions, dashboard behavior, and AI configuration live primarily inside the vendor platform and its query engine.	Gold SQL queries (curated examples the model prioritizes), database annotations (business context on tables/columns, re-embedded with schema), glossary (domain terms and definitions), and tenant-level definitions (isolation field, enforcement, and per-tenant sync context so every ask() is grounded in the right customer slice—not a one-size global prompt).
Natural language workflow	Luzmo promotes built-in AI and natural-language answers grounded in its own query engine and embedded product workflows.	Natural language to SQL and chart generation are first-class API and embedded SDK workflows you can validate in your own backend path.
Developer ownership	Lower front-end assembly work when the vendor-managed analytics surface already matches the product direction you want.	More code-adjacent control: React components in your app, Node SDK in your API routes, and SQL execution in your environment.
Multi-tenant SaaS fit	Luzmo markets multi-tenancy, row-level security, and branded embedded analytics directly to product teams.	Tenant id and isolation metadata travel with the embedded JWT and generation request so customer questions stay scoped from the start.
Best first win	Launch branded dashboards, AI chat, and self-service analytics with a vendor-managed implementation path.	Ship a tenant-scoped AI analytics route where customers ask questions and receive SQL-backed charts inside your React product shell.

Where the integration boundary differs

Luzmo is compelling when a managed analytics product and its configuration workflow match the experience you want to ship. QueryPanel fits teams that want their existing React routes, backend authentication, and database drivers to remain the primary integration boundary.

When Luzmo is the better fit

Honest tradeoffs help your team pick faster—and match how buyers actually decide.

You want a packaged embedded analytics suite with builder workflows, branded dashboards, and a vendor-managed path to self-service analytics.
You want AI and dashboard-building features bundled into the platform instead of assembling the workflow across multiple tools.
Your team prefers product configuration and platform features over owning the full SQL-generation and validation loop in application code.

When QueryPanel is the better fit

Choose QueryPanel when your product team wants the analytics UI and AI workflow to be part of the application codebase, with a headful workspace for customers and a headless path for custom backend flows.

You want a trainable knowledge system—gold queries, DB annotations, glossary, and tenant-aware definitions—so NL→SQL and charts reflect your business, not generic schema-only guesses.
You want the customer UI to live directly in your React app via `@querypanel/react-sdk`, while your backend signs JWTs and your infrastructure executes SQL.
You want natural-language questions to flow into tenant-aware SQL generation and charts inside your product routes, not only inside a managed analytics suite.
You prefer a smaller developer-owned surface: React SDK in the frontend, Node SDK in API routes, existing auth model, and query execution that stays with your drivers.
You want a headful React workspace first, then a headless zero-trust path when you need fully custom product flows.

Comparison FAQ

Is QueryPanel or Luzmo better for a React SaaS product?

Luzmo can be the better fit when you want a managed embedded analytics suite with dashboard builders and vendor-led configuration. QueryPanel is a stronger fit when product engineering wants customer analytics to render in its React tree and keep query execution with its own infrastructure.

Still evaluating Luzmo and QueryPanel?

Start on the free tier, embed one dashboard, and compare implementation time against your current shortlist.

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