Question 1

Is this another BI tool?

Accepted Answer

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

Question 2

How do you handle tenant isolation?

Accepted Answer

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

Question 3

What does implementation look like?

Accepted Answer

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.

Question 4

How do you keep AI SQL accurate as schemas evolve?

Accepted Answer

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.

Question 5

How are tenants counted?

Accepted Answer

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.

Question 6

What counts as an AI chart?

Accepted Answer

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.

Question 7

What happens when limits are exceeded?

Accepted Answer

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.

Question 8

How are AI models selected?

Accepted Answer

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.

Embedded analytics solutions

Anti-Fraud Analytics

Fintech Spend Analytics

Payments Analytics

Lending Analytics

SaaS Product Analytics

Logistics Analytics

Insurance Analytics

HR Analytics