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SWIRL Blog

Enterprise search scaling
April 30, 2025

It'll Only Take Five Minutes is Killing Search: It Doesn't Need To

Search is broken in most enterprises, and the way it's broken is subtle. It's not that search doesn't work. It's that search works just well enough to feel acceptable while silently consuming enormous amounts of time.
Interface overload productivity drain
April 30, 2025

Interface Overload: How Fragmented Search Drains Focus and Productivity

Every interface you add to your workflow is another place where focus breaks, context switches, and time disappears. Search shouldn't require three different applications, two logins, and a mental map of where each piece of data lives.
April 23, 2025

Speaking Human—Conversational Search With AI

It’s time to stop searching in a foreign language. Working with computers forces people to think like a computer and communicate in a language the computer understands.
AI council of advisors mixture of experts
April 18, 2025

A Council of AI Advisors—Turning a Mixture of Experts into Your Personal AI Advisory Board

When the President needs advice, he has his Cabinet, his Council of Economic Advisors, the Joint Chiefs, and so on. A reliable, available council of advisors is a valuable resource that most of us don't always have access to.
Enterprise search broken AI deduplication
April 18, 2025

Why Waste Time Running Through Endless Search Results? Let Your AI Do the Walking

The promise of enterprise search was simple: type a query, get what you need, and move on with your work. The reality? Endless results, duplicate documents, buried insights, and hours of sifting through data just to find a single relevant answer.
April 18, 2025

Stay AI Independent: The Freedom to Choose the Best Model for Every Task

AI is evolving at an unprecedented pace. Every few months, a new model emerges—faster, smarter, more specialized than the last. Businesses that lock themselves into a single AI provider today risk being outdated tomorrow.
A case for on premises data storage
April 11, 2025

Why Enterprise AI Search Belongs On-Premises or in a Private Cloud—Not in a Vendor’s Cloud

How do you feel about turning your data over to someone else? What happens if that company gets acquired or goes out of business? What happens if there’s a data breach? AI search has the power to transform how businesses find, retrieve, and use information—but only if it’s built the right way.
Enterprise data silos AI search
April 11, 2025

Simplify Your Search Life—AI Search Eliminates Multiple Search Boxes

The hardest thing about finding internal enterprise information is that the number of places we need to look multiply like rabbits. Effective decision making requires not just up-to-date information, but information in context.
April 3, 2025

How Open-Source AI Empowers Enterprises: Security, Control, and Performance

How can enterprises leverage AI without exposing sensitive data? Your sensitive data gets exposed when you are using a third-party application that leaks data. This includes the AI models: Samsung banned ChatGPT after a sensitive data leak.
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