AI-native analytics infrastructure for SaaS teams

Ship customer-facing dashboards in days—not six months of DIY BI.

Customers expect charts inside your product. QueryPanel turns natural language into parameterized SQL, visualization, and embedded surfaces—so PMs and founders stop renting roadmap to wiring databases, auth layers, and chart glue.

Built for production: tenant context enforced during generation, parameterized execution, and embed-first UX.

app.yourproduct.comYour UI

Dashboard

Your UI

embeddedQueryPanel surface

tenant-scoped

Revenue by region · embedded panel

Problem

Your customers want dashboards. Your roadmap pays for them.

DIY analytics is rarely one ticket. It is the stack beneath the chart—months of engineering for work that is not your core product, especially when every customer expects a different slice of truth.

✗

The horror stack

Database

Custom API layer

Auth + permissions

Query engine

Chart library

Dashboard builder

Customer UI

Ongoing maintenance

Roughly weeks to quarters of glue work—little of it moves your differentiation forward.

With QueryPanel

npm install @querypanel/node-sdk

Connect your database

AI dashboards embedded in your product

Ship analytics in days. Stay focused on what only you can build.

Embed

Analytics that lives inside your app—not beside it.

Frame it like your product: navigation, main surface, and a dedicated panel where QueryPanel renders—scoped, continuous with your UI, and free of a separate BI login.

app.yourproduct.comYour UI

Dashboard

Your UI

embeddedQueryPanel surface

tenant-scoped

Revenue by region · embedded panel

Same session, same productNo context switch to another analytics tab.
Tenant-scoped by designIsolation travels with the request—not a filter you forget.
Schema-aware over timeGeneration adapts as your model evolves—less re-teaching.

Notion-like editor

Dashboards your team and customers edit like docs.

A Notion-like editor where charts are blocks—highly customizable, easy to review, and simple to ship.Build the dashboard once, then ship embedded analytics updates without rebuilding UI surfaces every time.

Workspace/Customer analytics

Notion-like editor

Activation

A dashboard is a document. Charts are blocks. Your team ships updates without rebuilding a UI surface from scratch.

KPI row: Active accounts, expansion, churn

Chart blockembedded

Notes: tenant-scoped by default. Share internally before deploying to customers.

How it works

From a question to a live dashboard—one pipeline.

Natural language, grounded schema context, executable SQL, visualization, and an embedded surface—choreographed into one path your team can ship.

User asks in plain language

Your customer phrases the question—no SQL literacy required.

AI reads your schema

Grounded in real tables and relationships—not generic guesses.

Parameterized SQL

Tenant-aware filters and explicit parameters before execution.

Chart that matches the question

Visualization chosen for the intent—not a random default.

Live embedded dashboard

Shipped inside your app, beside the workflow that matters.

Built for production-minded teams

JWT claims verified server-sideParameterized execution pathOne API shape for admin and tenants

Ship it your way

SDK-first or full workspace

Generate SQL and charts from your backend, or drop in React components for a complete analytics workspace.

terminal

Headless SDK

Generate SQL and charts from your backend. Render with your UI or ours—control stays in your stack.

$npm install @querypanel/node-sdk

const qp = new QueryPanelSdkAPI(...);

const result = await qp.ask("Revenue?");

// result.sql, chart, data

Dashboard workspace

React components for a full analytics workspace: dashboards, exploration, and saved views inside your app tree.

Drop-in ReactWhite-label ready

Alternatives

QueryPanel vs embedded analytics alternatives

Compare QueryPanel with tools you might already be evaluating—so you pick the fit for customer-facing SaaS analytics.

View full comparison

Developer trust

Built for your infrastructure.

Your data stays in your environment. We generate SQL—you execute it where you already run queries.

Data stays in your infrastructure
SQL executed in your environment
Schema metadata for grounding
Multi-tenant isolation by default

Works with your data stack

Connect to existing databases—no wholesale migration required.

PostgreSQL

ClickHouse

BigQuery

MySQL

SnowflakeSoon

Demo video

See the loop end to end

Natural language to grounded SQL, visualization, and an embedded surface your customers can actually use.

Full walkthrough on YouTube—same story as below, in one continuous demo.

Open on YouTube

AI analytics infrastructure for SaaS products

Analytics infrastructure is complex. QueryPanel provides AI-powered dashboards out of the box. Our pricing scales simply with your tenant usage, so you only pay as your customer base grows.

Free

$0/mo

Experimentation

Core Usage

Tenants3

AI Charts50 / mo

Platform Limits

Dashboards1

Data Sources1

Workspaces1

Editors1

Viewers0

Starter

$49/mo

Small teams shipping first analytics features.

Core Usage

Tenants10

AI Charts200 / mo

Platform Limits

Dashboards5

Data Sources2

Workspaces2

Editors3

Viewers5

Growth

$249/mo

Early SaaS delivering analytics to real customers.

Core Usage

Tenants100

AI Charts1,000 / mo

Platform Limits

Dashboards50

Data Sources5

Workspaces5

Editors10

Viewers25

Scale

$999/mo

SaaS platforms where analytics is a core product feature.

Core Usage

Tenants1,000

AI Charts5,000 / mo

Platform Limits

DashboardsUnlimited

Data SourcesUnlimited

WorkspacesUnlimited

EditorsUnlimited

ViewersUnlimited

Enterprise

Custom

Unlimited scale and dedicated infrastructure.

Core Usage

TenantsUnlimited

AI ChartsCustom

Platform Limits

DashboardsUnlimited

Data SourcesUnlimited

WorkspacesUnlimited

EditorsUnlimited

ViewersUnlimited

How Pricing Works

Platform Plans: Choose a base plan that fits your scale. Each plan includes a set number of tenants, AI chart credits, and platform features.

Included AI Credits: Every plan comes with a monthly allowance of AI chart generations.

Optional Overage: If you exceed your AI chart limits, you can easily purchase additional usage credits without needing to upgrade your entire platform plan immediately.

Build vs. Buy

Building Internally

• Months of engineering
• Ongoing maintenance
• AI infrastructure complexity
• Multi-tenant challenges

Using QueryPanel

• Deploy analytics in hours
• Built-in tenant isolation
• AI chart generation
• Scalable infrastructure

The Power of Tenant Dashboard Forking

QueryPanel allows you to create one dashboard template and automatically generate tenant-specific versions. Each tenant can customize their dashboards without affecting others.

Base Dashboard

Tenant A Version

Tenant B Version

Tenant C Version

No engineering work No dashboard duplication Automatic isolation

Compare Plans

Features	Free	Starter	Growth	Scale	Enterprise
AI Chart Generation
Embedded Dashboards
Dashboard Forks
White-label Analytics
RBAC Permissions
Audit Logs
SSO / SAML
Dedicated Infrastructure
SLA

Frequently Asked Questions

Questions teams ask first

Straight answers—before you reshuffle the analytics roadmap.

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

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

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.

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.

Stop paying roadmap interest on DIY analytics.

Connect your database, embed tenant-safe dashboards, and ship the experience your customers already assume you have.