SWIRL Blog

August 12, 2025

Lost in the Centralization Fog? Why A Zero ETL Model Outperforms Data Centralization for AI 

Data centralization promises simplicity. In theory, you put all your data into one vector database, a lakehouse, or an advanced data fabric—and the AI just works. But in practice, it’s an illusion.

Read More

Latest Articles


Centralization Doesn’t Solve Banking’s Complexity—It Amplifies It 

August 8, 2025

Centralization Doesn’t Solve Banking’s Complexity—It Amplifies It 

Centralizing banking systems adds cost, latency, and risk. SWIRL’s Zero ETL model lets AI agents access live data across platforms—without moving a single row.

You Can’t Orchestrate Chaos—Agentic Search Creates Order 

August 5, 2025

You Can’t Orchestrate Chaos—Agentic Search Creates Order 

From TMS to email threads, your data is everywhere. SWIRL brings agentic search to fragmented logistics systems—turning disconnected tools into real-time operational memory, with zero ETL.

The Fall of the House of Vector 

July 31, 2025

The Fall of the House of Vector 

Beneath the promise of vector databases lies hidden complexity, security gaps, and brittle pipelines. SWIRL offers a better path: Zero ETL, secure AI access, and answers without centralization.

They Keep Saying It. Why Are We Still Listening? 

July 29, 2025

They Keep Saying It. Why Are We Still Listening? 

"They" keep telling you to centralize your data and rebuild your stack—but it’s time to stop listening. Learn how SWIRL powers real-time, context-rich AI search without compromise.

Agentic Search—Your Antidote to Tool Chaos 

July 22, 2025

Agentic Search—Your Antidote to Tool Chaos 

Technology companies love tools. Internal wikis, chat threads, versioned code, scattered docs, ephemeral insights—every system solves a problem, until it becomes one. Then the search begins. Your engineer needs a deployment script. Is it in Notion? Buried in a GitHub gist? Maybe in that shared Drive folder from last quarter? Good luck. Multiply that friction...

Agentic AI’s Appetite for Data is Growing Fast—How to Feed it Safely 

July 18, 2025

Agentic AI’s Appetite for Data is Growing Fast—How to Feed it Safely 

Agentic AI is hungry. Not just for compute power or clever prompts, but for clean, connected, context-rich data. If that data is siloed, stale, or fragmented, the agent stalls possibly hallucinating, failing to act, or chasing irrelevant tasks. And yet, that’s exactly the state of most enterprise data: duplicated across platforms, locked behind APIs...

Concrete or Quicksand? Which Foundation Will You Get? 

July 15, 2025

Concrete or Quicksand? Which Foundation Will You Get? 

Do you want the foundation of your AI future to be built on concrete or quicksand? AI models are getting better every day. But when everyone can get high-powered AI models, the models are no longer the most important components of an agentic AI world.

Ditch the ETL Tax

July 10, 2025

Ditch the ETL Tax

AI isn’t the bottleneck. Infrastructure is. That’s the quiet killer of most enterprise AI efforts. You’ve got a cutting-edge agent prototype that performs well in demos, but it chokes the moment you try to move it beyond the lab. Why? Because real-world data isn’t clean. It isn’t centralized...

Burn the Pipelines. Break the Tyranny. Take Back Your Data. 

July 4, 2025

Burn the Pipelines. Break the Tyranny. Take Back Your Data. 

For far too long, your data has lived under the tyranny of outdated assumptions and ETL processes that frustrate your efforts to use it.  First it was the data warehouse. Then it was the data lake. Then it was the lakehouse. Then came the vector revolution, where every insight was just a few embeddings away....