Three Practical Uses of AI for the MLS

How small changes in implementation, support, and product create an outsized impact for members.

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AI is no longer a future conversation for MLSs. The challenging question MLS leaders are asking is not whether to adopt AI, but how to do it without confusing members, fragmenting workflows, or eroding trust.

We have learned that the most successful uses of AI rarely start with sweeping change. They start with small moments: answering questions faster, surfacing information that humans might otherwise miss, removing a step in a process.

At Perchwell, we see AI as a multiplier across the entire MLS experience, not just a feature inside the product. That perspective has shaped how we work with MLS partners across three critical areas:

• Implementation and enablement for MLS teams
• Enhancing MLS support at scale
• In-product experiences for members

Here is how that looks in practice.

In Implementation: Accelerating Member Adoption With Interactive Demos

The best MLS technology only delivers value if members understand it.

That is why we increasingly use tools like Arcade during MLS implementations. Arcade allows MLS teams to create interactive, click-through product demos that members can explore on their own time.

For partners like Baldwin REALTORS® and others, this is changing how new functionality is introduced:

• Members can experience the product before logging in
• MLS teams can demonstrate workflows without live training for every update
• Adoption happens faster because learning is self-directed and interactive

AI plays a role here because these experiences can be created in just a few clicks. Teams move from static documentation to living, explorable experiences. The result is less friction during rollout and more confident members from day one.

In Support: Resolving Issues in Seconds, Not Tickets

MLSs invest heavily in high-quality member support, but that progress can stall when queues fill with routine questions.

Perchie 3.0 is Perchwell’s AI-powered, in-app support experience powered by Fin.ai to address that challenge. It allows members to ask questions in natural language and receive immediate, MLS-aware answers directly inside the platform.

Behind the scenes, Perchie is intentionally designed for trust:

• Responses are grounded in approved MLS-specific knowledge so your responses stay consistent, on-brand, and accurate across all members
• Step-by-step guidance through complete workflows and fixes, reducing back-and-forth and resolving issues the first time
• Support works for you around the clock, and escalation to a human is immediate when automation is not appropriate

For MLSs, this means members can resolve many issues in seconds instead of waiting for a response. For support teams, it means more time spent on complex, high-impact problems rather than repetitive tickets.

In Product: Helping Members See the Market More Clearly

We consistently hear the same thing from MLS members: the data is rich, but drawing meaningful insights can take valuable time that agents don’t always have. Members often want help answering simple, high-value questions:

• What stands out about this listing?
• How does this property compare to others like it?
• What story does the data tell?

Listing Superlatives, one of Perchwell’s AI-powered features, is designed to answer exactly those questions. It analyzes listing data in the context of similar listings and highlights the most distinctive characteristics.

Instead of scanning dozens of fields, members can quickly understand why a property is notable. The result is less second-guessing, fewer tabs open, and more confidence when  explaining why a property stands out

AI That Works Across the MLS, Not Just Inside the Product

What ties these examples together is that vendors can do more to deliver value to the MLS. When AI is applied across the MLS value chain, you can offer your members a better experience, without asking them to change how they work. That is the kind of innovation that lasts.

If you are an MLS leader exploring how AI can help your organization move faster while staying grounded in member needs, we would love to share what we are learning alongside our partners.