Why reliable AI on enterprise data is so hard
The "talk to your data" promise is oversold. Most AI tools lack the business context and deep analytical reasoning to deliver trusted answers to real-world business questions.
Today's AI can't answer this
"Which of our top customers downgraded
last quarter due to fulfillment delays, mentioned shipping frustrations in their tickets, and might be open to reactivation this quarter?"
Your semantic layer is not built for the AI era
Current semantic layer approaches behave more like static metadata catalogs – not dynamic business context engines.
The Problems
Slow to set-up
Painful to maintain
Misses real business context
Your data and business change constantly. Your AI needs a living semantic layer that evolves with them. PromptQL does just that.
Agentic Semantic Layer – Foundation for Accurate AI
PromptQL is an AI platform that continuously adapts LLMs to your domain by encoding the proprietary know-how into a planning language the LLM can understand and generate. Its unique agentic semantic layer captures how your business thinks – across systems, logic, and evolving definitions – turning tribal knowledge into a living, operational intelligence layer.
Version-controlled like code
Bootstraps itself and adapts with changing data
Auditable and rollback-ready
Continuously learns and improves with use
Proven impact
Global fast food retailer
First, we tried to build it. Then we evaluated 100s of vendors. Finally, we chose PromptQL.
Sr. Director, Data and Analytics
F100 Consumer Tech
In PromptQL, I asked the same questions I asked my analysts. And PromptQL worked perfectly.
Architect, Data and Analytics
Diagnostics Healthcare Giant
Just by reducing scheduling time and improving resource utilization, PromptQL is saving us millions.
VP, Technology and Innovation
Leading Fintech
PromptQL’s superior accuracy for highly specialized AI is why we chose it over our data warehouse's native AI features.
Chief Product Officer
Global fast food retailer
First, we tried to build it. Then we evaluated 100s of vendors. Finally, we chose PromptQL.
Sr. Director, Data and Analytics
F100 Consumer Tech
In PromptQL, I asked the same questions I asked my analysts. And PromptQL worked perfectly.
Architect, Data and Analytics
Diagnostics Healthcare Giant
Just by reducing scheduling time and improving resource utilization, PromptQL is saving us millions.
VP, Technology and Innovation
Leading Fintech
PromptQL’s superior accuracy for highly specialized AI is why we chose it over our data warehouse's native AI features.
Chief Product Officer
Global fast food retailer
First, we tried to build it. Then we evaluated 100s of vendors. Finally, we chose PromptQL.
Sr. Director, Data and Analytics
F100 Consumer Tech
In PromptQL, I asked the same questions I asked my analysts. And PromptQL worked perfectly.
Architect, Data and Analytics
Diagnostics Healthcare Giant
Just by reducing scheduling time and improving resource utilization, PromptQL is saving us millions.
VP, Technology and Innovation
Leading Fintech
PromptQL’s superior accuracy for highly specialized AI is why we chose it over our data warehouse's native AI features.
Chief Product Officer
Global fast food retailer
First, we tried to build it. Then we evaluated 100s of vendors. Finally, we chose PromptQL.
Sr. Director, Data and Analytics
F100 Consumer Tech
In PromptQL, I asked the same questions I asked my analysts. And PromptQL worked perfectly.
Architect, Data and Analytics
Diagnostics Healthcare Giant
Just by reducing scheduling time and improving resource utilization, PromptQL is saving us millions.
VP, Technology and Innovation
Leading Fintech
PromptQL’s superior accuracy for highly specialized AI is why we chose it over our data warehouse's native AI features.
Chief Product Officer
More than the semantic layer
More than just SQL
Snowflake, APIs, SaaS tools, even unstructured sources
Operates like an analyst
Self-corrects, retries, and adapts to edge cases
Handles both analytical and semantic tasks
From metrics to sentiment, reviews, and root-cause
Explains itself clearly
Builds transparency and trust with plain-language reasoning
© 2025 Copyright Hasura, Inc. All Rights Reserved.
© 2025 Copyright Hasura, Inc. All Rights Reserved.