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- 19 Dec 2025 |4 min read
The semantic layer is dead. Long live the wiki.
Most “AI on data” programs are just semantic-layer maximalism with a new paint job: if we can finall…
Tanmai GopalTanmai is the co-founder of PromptQL. - 19 Sept 2025 |5 min read
AI Analyst pyramid of needs
A framework for enterprise AI Analyst implementation with a crawl-walk-run approach that maximizes a…
Asawari Samant - 09 Sept 2025 |2 min read
Engineering-led consulting will shape the future Enterprise AI
VentureBeat recently profiled our approach and asked whether engineering‑led firms are coming for…
Tanmai GopalTanmai is the co-founder of PromptQL. - 06 Sept 2025 |11 min read
Introducing the GenAI Assessment Framework (GAF): A 3×3 Matrix to Map Enterprise AI Needs
Motivation MIT’s GenAI Divide study found that 95% of generative AI pilots never make it past pilo…
Anushrut Gupta - 04 Sept 2025 |3 min read
Launching GAT – An SAT for your AI
We're launching a GAT design service to help AI change agents and leaders concretely define their Ge…
Tanmai GopalTanmai is the co-founder of PromptQL. - 18 Aug 2025 |5 min read
Beyond Basic RAG: Improving Your Knowledge Agents with Intent-Driven Architectures
The RAG Bottleneck: When One Size Fits Nothing Traditional Retrieval-Augmented Generation (RAG) syst…
Rob Dominguez - 08 Jul 2025 |1 min read
Partnering with UC Berkeley to Build the Benchmark Enterprise AI Needs
AI reliability needs a new kind of benchmark. Most benchmarks today test techniques — not the quest…
Anushrut Gupta - 07 Jul 2025 |5 min read
Achieving Perfect AI Accuracy on Database & Numerical Tasks
Abstract We demonstrate that PromptQL achieves 100% accuracy on the Database Querying & Numerical Co…
Anushrut Gupta - 27 Jun 2025 |3 min read
How a F100 consumer brand transformed supply chain intelligence with PromptQL
How PromptQL delivered fast, trusted insights across global supply chain systems at a F100 consumer…
PromptQL Team - 26 Jun 2025 |5 min read
Solve these 6 hidden architecture problems to turn your data warehouse into an AI powerhouse
Your data team has built impressive Snowflake infrastructure. Clean pipelines, well-governed tables…
PromptQL Team - 10 Jun 2025 |3 min read
Expose the Data Prep Tax: A Path to High-Impact AI Deployment
Every company pays a hidden "data prep tax" - weeks of setup and constant upkeep. Eliminate this wit…
Tanmai GopalTanmai is the co-founder of PromptQL. - 07 Jun 2025 |2 min read
Spot the Automation Paradox: A Path to High-Impact AI Deployment
$200M lost to hidden automation gaps. AI that speaks expert logic can unlock massive value.
Tanmai GopalTanmai is the co-founder of PromptQL. - 12 May 2025 |4 min read
Building an AI-powered GTM operating system: A F100 success story with PromptQL
How a F100 giant unified CRM data and then layered AI to reimagine their GTM engine.
PromptQL Team - 28 Apr 2025 |3 min read
Rapidly delivering explainable product recommendations for Credit Unions with PromptQL
Credit unions need to make smart, trustworthy product recommendations, but traditional AI tools fall…
PromptQL Team - 09 Apr 2025 |8 min read
The AI value gap: Why today's enterprise AI fails at the 20% that matters most
"AI Value Gap" – the growing disconnect between the business-critical operations where AI could deli…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 27 Feb 2025 |4 min read
Building a powerful customer support AI assistant with PromptQL in 5 minutes
In today's data-driven world, connecting AI to your organization's data remains a significant challe…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 21 Jan 2025 |3 min read
Build safer AI assistants with PromptQL and human-in-the-loop guardrails
One of the most effective guardrails in AI systems today is human-in-the-loop (HITL). This blog expl…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 09 Jan 2025 |3 min read
Introducing PromptQL Program API: Dynamic Integrations made simple
With the PromptQL Program API, you can now trigger PromptQL programs via HTTP, bringing flexibility…
Praveen DurairajuField CTO at PromptQL | Solving data access f…
- 25 Nov 2025 |4 min read
Employee Spotlight: Arpit Kushwaha, Ultimate Team Player
Since our early days as Hasura, we’ve indexed for hiring people who are driven to keep learning, kee…
Melanie MarshallMelanie writes about people and culture. - 17 Sept 2025 |4 min read
AI analysts are the future – but only if…
How to solve the analytics bottleneck with AI, pros and cons of the various approaches, what goes in…
Asawari Samant - 08 Sept 2025 |4 min read
Beyond Basic RAG: A Technical Deep Dive using DocsQL
From Theory to Production: Implementing Smart Query Routing In our previous post , we explored why…
Rob Dominguez - 05 Sept 2025 |5 min read
Evals 101 for executives: Your all-in-one AI PRD, roadmap, and ROI model
Evals are the foundation for enterprise AI success. This post explains what evals are, why they matt…
Asawari Samant - 28 Aug 2025 |3 min read
Static AI Is Already Cutting Jobs; What Happens When It Starts to Learn?
From: Canaries in the coal mine, Brynjolfsson et al. Most of the impact we’re seeing in the labor m…
Tanmai GopalTanmai is the co-founder of PromptQL. - 15 Aug 2025 |7 min read
The ultimate guide to semantic layers for AI
Enterprise AI analytics often fail due to missing business context. A semantic layer can help. We ex…
Asawari Samant - 07 Jul 2025 |6 min read
Architectural Limitations of Probabilistic Tool Selection
Abstract LLM tool calling has become a popular architectural approach as agents move from demos to f…
Tobi Ogunnaike - 07 Jul 2025 |11 min read
Fundamental Failure Modes in RAG Systems
Abstract Retrieval-Augmented Generation (RAG) has emerged as a critical approach for enhancing Large…
Anushrut Gupta - 27 Jun 2025 |2 min read
The data-readiness myth: Is your semantic layer holding your AI back?
AI shouldn't need perfect data - just the ability to learn. Meet the agentic semantic layer that ada…
Anushrut Gupta - 26 Jun 2025 |4 min read
Beyond the booth: What is "100% accurate" enterprise AI?
We dissect PromptQL's 100% accuracy claim and show the architecture that turns this provocative hype…
Tanmai GopalTanmai is the co-founder of PromptQL. - 07 Jun 2025 |2 min read
Find the Unanswered Questions: A Path to High-Impact AI Deployment
$100M lost to unanswered questions. Reliable AI that speaks the language of your business lets every…
Tanmai GopalTanmai is the co-founder of PromptQL. - 02 Jun 2025 |3 min read
Conversational Analytics at Scale: How a Global Restaurant Chain Unlocked Revenue Insights with PromptQL
How PromptQL helped a global restaurant brand instantly turn plain English questions into trusted ac…
PromptQL Team - 06 May 2025 |4 min read
Using AI agents to maximize Open Banking value
Discover how AI and metadata-driven architecture empower financial institutions to turn Open Banking…
Kenneth StottKen was the Dir. of Architecture at a Fortune… - 23 Apr 2025 |4 min read
Bridging AI and enterprise data with PromptQL x MCP
This post explores how our newly released PromptQL MCP server enhances the MCP ecosystem while enabl…
Anushrut Gupta - 11 Mar 2025 |6 min read
How PromptQL achieves 100% accuracy for AI on enterprise data
PromptQL addresses the limitations of traditional approaches like RAG, Text-to-SQL, and Tool Calling…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 24 Feb 2025 |3 min read
Integrate real-time web search and enrich your private data with PromptQL
By integrating web search in PromptQL, you can enrich your private data – stored in any systems like…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 14 Jan 2025 |4 min read
What’s new in PromptQL: Managed LLM keys, Collaboration and Automation with APIs
Over the past few weeks, we’ve introduced a series of exciting updates to PromptQL that enhance its…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 08 Jan 2024 |5 min read
How Hasura took Leonardo.Ai from first code commit to production in 30 days
“There's no way we could have got to the market as quickly as we did without it,” he said. “We defin…
PromptQL Team
- 19 Dec 2025 |4 min read
The semantic layer is dead. Long live the wiki.
Most “AI on data” programs are just semantic-layer maximalism with a new paint job: if we can finall…
Tanmai GopalTanmai is the co-founder of PromptQL. - 25 Nov 2025 |4 min read
Employee Spotlight: Arpit Kushwaha, Ultimate Team Player
Since our early days as Hasura, we’ve indexed for hiring people who are driven to keep learning, kee…
Melanie MarshallMelanie writes about people and culture. - 19 Sept 2025 |5 min read
AI Analyst pyramid of needs
A framework for enterprise AI Analyst implementation with a crawl-walk-run approach that maximizes a…
Asawari Samant - 17 Sept 2025 |4 min read
AI analysts are the future – but only if…
How to solve the analytics bottleneck with AI, pros and cons of the various approaches, what goes in…
Asawari Samant - 09 Sept 2025 |2 min read
Engineering-led consulting will shape the future Enterprise AI
VentureBeat recently profiled our approach and asked whether engineering‑led firms are coming for…
Tanmai GopalTanmai is the co-founder of PromptQL. - 08 Sept 2025 |4 min read
Beyond Basic RAG: A Technical Deep Dive using DocsQL
From Theory to Production: Implementing Smart Query Routing In our previous post , we explored why…
Rob Dominguez - 06 Sept 2025 |11 min read
Introducing the GenAI Assessment Framework (GAF): A 3×3 Matrix to Map Enterprise AI Needs
Motivation MIT’s GenAI Divide study found that 95% of generative AI pilots never make it past pilo…
Anushrut Gupta - 05 Sept 2025 |5 min read
Evals 101 for executives: Your all-in-one AI PRD, roadmap, and ROI model
Evals are the foundation for enterprise AI success. This post explains what evals are, why they matt…
Asawari Samant - 04 Sept 2025 |3 min read
Launching GAT – An SAT for your AI
We're launching a GAT design service to help AI change agents and leaders concretely define their Ge…
Tanmai GopalTanmai is the co-founder of PromptQL. - 28 Aug 2025 |3 min read
Static AI Is Already Cutting Jobs; What Happens When It Starts to Learn?
From: Canaries in the coal mine, Brynjolfsson et al. Most of the impact we’re seeing in the labor m…
Tanmai GopalTanmai is the co-founder of PromptQL. - 18 Aug 2025 |5 min read
Beyond Basic RAG: Improving Your Knowledge Agents with Intent-Driven Architectures
The RAG Bottleneck: When One Size Fits Nothing Traditional Retrieval-Augmented Generation (RAG) syst…
Rob Dominguez - 15 Aug 2025 |7 min read
The ultimate guide to semantic layers for AI
Enterprise AI analytics often fail due to missing business context. A semantic layer can help. We ex…
Asawari Samant - 08 Jul 2025 |1 min read
Partnering with UC Berkeley to Build the Benchmark Enterprise AI Needs
AI reliability needs a new kind of benchmark. Most benchmarks today test techniques — not the quest…
Anushrut Gupta - 07 Jul 2025 |6 min read
Architectural Limitations of Probabilistic Tool Selection
Abstract LLM tool calling has become a popular architectural approach as agents move from demos to f…
Tobi Ogunnaike - 07 Jul 2025 |5 min read
Achieving Perfect AI Accuracy on Database & Numerical Tasks
Abstract We demonstrate that PromptQL achieves 100% accuracy on the Database Querying & Numerical Co…
Anushrut Gupta - 07 Jul 2025 |11 min read
Fundamental Failure Modes in RAG Systems
Abstract Retrieval-Augmented Generation (RAG) has emerged as a critical approach for enhancing Large…
Anushrut Gupta - 27 Jun 2025 |3 min read
How a F100 consumer brand transformed supply chain intelligence with PromptQL
How PromptQL delivered fast, trusted insights across global supply chain systems at a F100 consumer…
PromptQL Team - 27 Jun 2025 |2 min read
The data-readiness myth: Is your semantic layer holding your AI back?
AI shouldn't need perfect data - just the ability to learn. Meet the agentic semantic layer that ada…
Anushrut Gupta - 26 Jun 2025 |5 min read
Solve these 6 hidden architecture problems to turn your data warehouse into an AI powerhouse
Your data team has built impressive Snowflake infrastructure. Clean pipelines, well-governed tables…
PromptQL Team - 26 Jun 2025 |4 min read
Beyond the booth: What is "100% accurate" enterprise AI?
We dissect PromptQL's 100% accuracy claim and show the architecture that turns this provocative hype…
Tanmai GopalTanmai is the co-founder of PromptQL. - 10 Jun 2025 |3 min read
Expose the Data Prep Tax: A Path to High-Impact AI Deployment
Every company pays a hidden "data prep tax" - weeks of setup and constant upkeep. Eliminate this wit…
Tanmai GopalTanmai is the co-founder of PromptQL. - 07 Jun 2025 |2 min read
Find the Unanswered Questions: A Path to High-Impact AI Deployment
$100M lost to unanswered questions. Reliable AI that speaks the language of your business lets every…
Tanmai GopalTanmai is the co-founder of PromptQL. - 07 Jun 2025 |2 min read
Spot the Automation Paradox: A Path to High-Impact AI Deployment
$200M lost to hidden automation gaps. AI that speaks expert logic can unlock massive value.
Tanmai GopalTanmai is the co-founder of PromptQL. - 02 Jun 2025 |3 min read
Conversational Analytics at Scale: How a Global Restaurant Chain Unlocked Revenue Insights with PromptQL
How PromptQL helped a global restaurant brand instantly turn plain English questions into trusted ac…
PromptQL Team - 12 May 2025 |4 min read
Building an AI-powered GTM operating system: A F100 success story with PromptQL
How a F100 giant unified CRM data and then layered AI to reimagine their GTM engine.
PromptQL Team - 06 May 2025 |4 min read
Using AI agents to maximize Open Banking value
Discover how AI and metadata-driven architecture empower financial institutions to turn Open Banking…
Kenneth StottKen was the Dir. of Architecture at a Fortune… - 28 Apr 2025 |3 min read
Rapidly delivering explainable product recommendations for Credit Unions with PromptQL
Credit unions need to make smart, trustworthy product recommendations, but traditional AI tools fall…
PromptQL Team - 23 Apr 2025 |4 min read
Bridging AI and enterprise data with PromptQL x MCP
This post explores how our newly released PromptQL MCP server enhances the MCP ecosystem while enabl…
Anushrut Gupta - 09 Apr 2025 |8 min read
The AI value gap: Why today's enterprise AI fails at the 20% that matters most
"AI Value Gap" – the growing disconnect between the business-critical operations where AI could deli…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 11 Mar 2025 |6 min read
How PromptQL achieves 100% accuracy for AI on enterprise data
PromptQL addresses the limitations of traditional approaches like RAG, Text-to-SQL, and Tool Calling…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 27 Feb 2025 |4 min read
Building a powerful customer support AI assistant with PromptQL in 5 minutes
In today's data-driven world, connecting AI to your organization's data remains a significant challe…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 24 Feb 2025 |3 min read
Integrate real-time web search and enrich your private data with PromptQL
By integrating web search in PromptQL, you can enrich your private data – stored in any systems like…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 21 Jan 2025 |3 min read
Build safer AI assistants with PromptQL and human-in-the-loop guardrails
One of the most effective guardrails in AI systems today is human-in-the-loop (HITL). This blog expl…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 14 Jan 2025 |4 min read
What’s new in PromptQL: Managed LLM keys, Collaboration and Automation with APIs
Over the past few weeks, we’ve introduced a series of exciting updates to PromptQL that enhance its…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 09 Jan 2025 |3 min read
Introducing PromptQL Program API: Dynamic Integrations made simple
With the PromptQL Program API, you can now trigger PromptQL programs via HTTP, bringing flexibility…
Praveen DurairajuField CTO at PromptQL | Solving data access f… - 08 Jan 2024 |5 min read
How Hasura took Leonardo.Ai from first code commit to production in 30 days
“There's no way we could have got to the market as quickly as we did without it,” he said. “We defin…
PromptQL Team
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