Why teams choose PromptQL
Built to eliminate every decision blocker
01
Access to data
Your data is in six places, three formats, and nobody has the right dashboard. PromptQL connects to databases, APIs, spreadsheets, SaaS tools and MCPs — no pipelines, no prep. Just point it at a source and ask.
02
Multiplayer input
Analysis has always been a team sport. PromptQL lets teammates jump into a thread — correct an assumption, add a nuance, flag an edge case. It stitches individual knowledge into shared intelligence and never forgets.
03
From root cause to what-if
You've identified the problem. But is it real, or a data artifact? And if you act, what breaks downstream? PromptQL lets you run scenarios, model impact, and stress-test before you commit.
04
The translation gap
You know exactly what you're asking. But the moment you hand it off to a dashboard, a query, or another person, something gets lost. A definition. An assumption. The thing you actually meant. PromptQL lets you think out loud, refine as you go, and your teammates sharpen it with the nuance only they'd know. Your intent survives every round trip.
SECURITY & ACCESS CONTROL
Virtualized data layer to enforce bulletproof authorization
Fine-grained access control
A virtual SQL layer queries your data in place — across databases, APIs, documents, and SaaS tools. Nothing is extracted, replicated, or cached.
Attribute-based policies govern every operation. Row-level, column-level, field-level. Users only ever see what they're authorized to see.
Human-in-the-loop verification
Annotate any operation and force end-user approval before it executes. Write actions, API calls, and data mutations are held until a human signs off.
Approval requests can't be skipped or bypassed. The authorization layer enforces them at the infrastructure level, not the application level.