Introducing Thinkbox — the neuro-symbolic reasoning engine behind AirQuery Read more →
AirQuery Embedded | Conversational AI for Your Product
AirQuery Embedded · For SaaS & Software Companies

Put conversational AI inside your product. Skip the years of building it.

Your customers want to ask questions about their data in plain language. AirQuery Embedded gives your product a governed AI analyst, under your brand, in weeks instead of quarters. Each customer only sees their own data, and every answer is reproducible, cited, and the same every time.

Tenant isolation built inWhite-label UI, API & MCPSame answer every timeSOC 2 Type II
Why Not Build It Yourself?

The chat box is easy. Everything behind it is not.

Many product teams start by wiring an LLM to their database. The demo works. Then it meets real customers, real data, and real security reviews.

✕ Hallucinated numbers

Wrong answers erode trust

A generic LLM guesses at joins and metric definitions. One wrong number in front of a customer and they stop using the feature.

✕ Data leaks between tenants

Security is the hard part

Making sure one customer never sees another customer's rows, on every question, is the problem that blocks launches and fails security reviews.

✕ Different answer each time

Customers can't rely on it

If the same question returns a different number tomorrow, your support team pays the price.

✕ Months of AI engineering

It pulls your team off the roadmap

Prompt tuning, evaluation, model upgrades, and cost control become a permanent second product to maintain.

How It Works

From your product's data to an AI analyst your customers trust

Connect your product's data

AirQuery is a fully managed cloud service. Connect it to the warehouse or database behind your product with a read-only connection you control. Queries run where the data lives, and your tables are never copied.

  • Snowflake · Databricks · Redshift · BigQuery
  • Oracle ADW · Postgres · MySQL · SQL Server
  • Read-only connection, no copies

Model it once in a Thinkbox

Your team defines tables, relationships, approved metrics, and business rules in a Thinkbox, plus the security rules for which tenant and which user can see which rows and columns. One model serves every customer.

  • Approved metrics & business rules
  • Tenant & user security rules
  • Choose your model

Embed it in your product

Drop in the white-label assistant, or call the API from your own UI. Your app passes the signed-in customer and user, and AirQuery returns answers scoped to exactly what they're allowed to see.

  • White-label UI component
  • REST API, SDKs & MCP
  • Your login, your brand
Ways to Embed

Ship it the way your product works

White-label assistant

A ready-made conversational panel you add to any page. Match your colors, name, and tone so it feels native to your product.

  • Your brand & theme
  • Charts, tables & follow-ups
  • Live in days

API & SDKs

Build your own experience. One endpoint takes plain English or SQL and returns the answer, data, SQL, and reasoning trace as structured output.

  • Python · TypeScript · Go
  • REST & GraphQL
  • Answer + data + SQL + trace

MCP for your agents

Already building an AI agent or copilot? Give it AirQuery as a tool over MCP so it can answer data questions accurately instead of guessing.

  • Model Context Protocol
  • Works with your existing agent
  • Same security rules apply
Multi-Tenant Security

Every customer sees only their own data

Security is part of the AirQuery data model, not something you bolt on in prompts. It's enforced on every question, from every channel.

Tenant isolation

Tenant rules in the Thinkbox scope every query to the customer who is asking. One shared model, with no cross-tenant answers.

User-level row & column rules

Within a tenant, map your product's roles to the rows and columns each user can see, and mask sensitive fields such as pricing or personal data.

Your login stays in charge

Your app signs each session with the customer and user context. AirQuery trusts that context, so you don't need a second user directory.

Works with database policies

Already use row-level security in your database, such as Snowflake row access policies, Redshift RLS, or Oracle VPD? AirQuery supports those too.

Audit trail per tenant

Every answer records the tenant, user, question, model, security rules applied, and generated SQL, ready for your customers' security reviews.

Secure, managed cloud service

SOC 2 Type II, encrypted connections, encryption in transit and at rest, and your customers' data is never used to train models.

Your customer asksin your product
→
AirQuery Cloudtenant + user rules · Thinkbox
→
Your dataread-only connection
Benefits

Why product teams embed AirQuery

01 / Speed

Launch in weeks, not quarters

Ship a production AI feature without hiring an AI team or pausing your roadmap.

02 / Trust

Answers customers can rely on

Deterministic reasoning over approved metrics. Same question, same answer, with sources your customers can check.

03 / Revenue

A new premium tier

Conversational analytics is a feature customers will pay for. Package it as an add-on or use it to win competitive deals.

04 / Future-proof

No model lock-in

Switch or upgrade models without rebuilding. AirQuery keeps up with the AI market so your team doesn't have to.

Use Cases

What your customers will ask your product

ERP & Finance Software

"Which vendors are we paying late most often, and what's it costing us?"

Supply Chain & Logistics

"Which lanes had the most late deliveries this month, and with which carrier?"

HR & Workforce Platforms

"Where is overtime highest this quarter compared with last year?"

Retail & Commerce Platforms

"Which products are selling faster than we can restock?"

Healthcare & Vertical SaaS

"Which clinics have the longest wait times, and is it getting worse?"

Marketing & Sales Tools

"Which campaigns brought in the most pipeline per dollar last quarter?"

AI + HI = DI

Give your customers an AI analyst they can trust

Talk to our team about embedding AirQuery in your product, or start free with a 14-day enterprise trial, no credit card required.

AirQuery
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