Case Studies/Ask Your Data Anything

Conversational Data Intelligence

Ask Your Data Anything

Connected a CPG brand's entire data warehouse—300M+ rows of sales, traffic, and competitive data across Amazon, Chewy, and 20+ retailers—directly to AI assistants like Claude, with custom business guardrails that prevent wrong conclusions.

01

The Problem

A pet products brand had years of sales data across Amazon, Chewy, and 20+ retailers—but getting answers meant waiting on analysts or learning SQL. Most questions never got asked because the turnaround was too slow. The data was there; it just wasn't accessible to the people who needed it.

02

Our Approach

Connected the company's data warehouse directly to AI assistants like Claude, with custom-built guardrails that understand the business—which currencies apply to which marketplace, how products map across retailers, and what the numbers actually mean. The AI can't modify or delete anything—it can only read and answer.

Built withPythonFastMCPSnowflakeGoogle Cloud RunOAuth 2.1
03

How It Works

04

In Action

Break down our Amazon revenue by marketplace this month — US, Canada, UK, and Germany

A

Here's your Amazon revenue breakdown for this month:

MarketplaceRevenueCurrency
Amazon US$847KUSD
Amazon CA$312KCAD
Amazon UK£198KGBP
Amazon DE€156KEUR

Each marketplace is shown in its local currency to avoid misleading totals. In CAD equivalent, your total cross-market revenue is $1.82M, up 18% from last month. Strongest growth came from Amazon UK (+24%).

Ask anything about your data...
05

Results

Team asks questions in plain English

Answers in seconds, not days

Built-in logic prevents wrong conclusions

Data stays secure—read-only access

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