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150 Million Records. Zero Wait Time
A Fortune 500 technology enterprise came to PromptQL with a problem every GTM team knows: 150+ million records across Snowflake, cloud data warehouses, and Salesforce — and business users who couldn't wait weeks for answers.
Every insight request joined a queue. By the time the answer arrived, the decision window had closed.
"We have the data — what do we do from there? I can't sit around and wait for IT and data platform teams to align on permissions."
The Problem
Data infrastructure wasn't the issue. The bottleneck was everything between having data and getting answers.
Each request meant navigating access controls across IT security, data platform, and system owners. Different teams, different policies, nobody fully owning the problem. Business users stuck in the middle.
They'd tried semantic layers, BI tools, custom builds. Static solutions that broke every time business logic changed.
The Solution
PromptQL connects to their existing Snowflake, data warehouse, and Salesforce environments. No migration. No new pipelines.
Enterprise access control that works. Row-level, column-level, field-level. Every query respects existing permissions.
Multi-source answers, instantly. Questions that required pulling from three systems and correlating manually? Now answered in seconds.
Shared context that compounds. The nuances, exceptions, and "how we actually do it" that lives in people's heads — captured as teams work, not lost when people leave.
Same question, same answer, every time. Deterministic. Auditable. No hallucinations.
The Outcome
Days compressed to minutes. Knowledge that sticks. Access control that doesn't slow anyone down.
"We need to answer questions across a complex data environment without waiting for every team to align."
That's exactly what PromptQL does.
