By David Lee, Product Manager at Intelligent Banking Solutions
When I first started working in client services, I quickly realized something: the most powerful tools in collections were often the hardest to use. For years, creating queues inside collections software required a working knowledge of SQL. That meant managers who knew their business inside and out were still blocked by technical complexity. They either had to learn just enough SQL to get by (and always wonder if they did it right) or rely on outside help every time something changed.
It was a major barrier. And in many cases, it kept teams from fully using the systems they had already invested in.
The Roadblock: SQL as a Gatekeeper
So what is SQL? It stands for Structured Query Language, a programming language used to communicate with databases. It’s how you “ask questions” of the data. For example, if you wanted to see all accounts more than 30 days past due, you’d need to write something like:
SELECT * FROM accounts WHERE days_past_due > 30;
That may look simple if you’re a programmer, but for most collection managers, it’s a frustrating barrier. Instead of focusing on strategy, you’re stuck writing code, hoping it’s right. And if the data doesn’t look right? You lose trust in the results.
I’ve heard it over and over from managers: “I wish I could just tell the system what I want.”
That’s exactly the problem we set out to solve.
The Solution: AI that Speaks Your Language
With SAFIRE-IQ, powered by our AI digital concierge Carmen, queues are no longer something you need a SQL expert for. You can simply type in what you want in plain language:
- “Show me mortgages less than 30 days late.”
- “Build a queue for auto loans in early delinquency.”
- “Split consumer loans into two groups, A–L and M–Z.”
Carmen translates those simple instructions into the exact SQL statement you need—ready to run in the system. The result is faster, easier, and consistent. You don’t have to second-guess whether the data is right, and you don’t have to wait on anyone else to configure it.
Why This Matters
By removing the technical barrier, collections managers can take control of their own data. It empowers teams to respond quickly, adapt their queues on the fly, and get more value out of SAFIRE-IQ.
Even better, it saves time. Every hour spent waiting on support to configure a queue is an hour not spent helping your collectors work smarter. Now, with Carmen, it’s as simple as typing a sentence.
Looking Ahead
This is just the beginning of how we’re using AI to make collections technology work for you—not the other way around. Today, Carmen helps build queues in plain language. Tomorrow, she’ll go further, moving from generating answers to taking action for you.
That’s the topic of my next post: how “agentic AI” is transforming Carmen from a helpful assistant into a true partner in collections.
