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MLS Agent Recruiting: Build a Weekly Call List That Works

By Phillip Gagnon · November 14, 2026 · 13 min read

Broker reviews agent production before recruiting outreach

MLS agent recruiting means filtering public production data for the agents who fit your brokerage, then reaching out with something specific to that agent’s own goals. The data tells you whom to call and when. It does not tell you what an agent wants, so the call list only works if each conversation is built around the agent. 3 Data Pulse searches the MLS directly, scores every agent in your market for fit and hands you a short weekly list with the words already drafted. The rest of this article shows the routine behind that list, so you can see what it takes and run it this week.

TL;DR

Write down your ideal agent profile first. A list without a profile is just a ranking of the biggest producers.
Read trends, not totals: changes in listings, production and office fit say more than one year’s volume.
Open every conversation with something true about the agent’s own situation, not your split or your pitch.
Keep your outreach to a short weekly list. Ten well-prepared conversations beat 200 generic messages.
Check your local MLS terms for how data may be used, because the rules differ by MLS and have been changing.

What MLS data actually tells you
Step 1: Define the agent you want before you pull a list
Step 2: Read the trends, not just the totals
Step 3: Turn the list into conversations
Step 4: Keep a weekly rhythm
What to automate and what to keep personal
Rules for using MLS data in recruiting
Common mistakes
What it costs to run this with 3 Data Pulse
Our perspective
FAQ
Sources

What MLS data actually tells you

Every MLS holds a record of who listed and who sold what, at what price. Rolled up by agent, that becomes a production profile. RealTrends describes recruiting tools that score each agent on nearly three dozen metrics, including dollar volume, units, the last 12 months of production, the increase or decrease in production, average sales price and the split between buy side and listing side.

You do not need three dozen numbers to start. Pull these six for every agent in your market:

Data point	What it tells you about the agent
Closed sides, last 12 months	Current activity level
Change versus the prior 12 months	Growing, flat or slipping
Listing vs. buyer side mix	Where the agent spends time and what support helps
Average sales price	Price band and the kind of marketing that matters
Active listing count	Pipeline right now
Office and drive distance	Whether the current office still fits

The list is a starting point. Every number on it belongs to an agent with goals of their own, and the numbers only help you guess which agents might welcome a conversation.

Step 1: Define the agent you want before you pull a list

The most common recruiting mistake is sorting by production and calling from the top. The top of that list is the most contacted group in any market, and many of them are not a fit for your coaching and support.

Start with your own roster. RealTrends reports a brokerage leader’s advice to look at your agent pool through lenses such as tenure and how production is distributed. Once you spot holes, such as being short on mid-producing agents in the $3 million to $8 million range, you can tailor your outreach to those producers instead of sending a generic message.

This week, do the following in about an hour:

Export your roster with closed sides, volume and tenure for each agent.
Sort into bands (for example under 6 sides, 6 to 15, 16 and up) and count agents in each.
Pick the one band where your coaching works best. Look at which agents grew most after joining you.
Write the profile in one sentence: production band, price range, listing or buyer lean, geography and the kind of support they want.
Add a line on what you give that agent: the coaching rhythm, the support, the training. Name outcomes, not features.

That last point matters. Top producers see through a list of perks quickly. A statement like “weekly coaching on your listing presentations, with a plan built around your goal for the year” connects what you offer to something the agent cares about.

3 Data Pulse scores every agent in the market for fit against your brokerage and ranks them by opportunity, so the profile you write becomes the filter rather than a document in a drawer.

Step 2: Read the trends, not just the totals

Two agents with 20 closed sides are not the same prospect. One went from 12 to 20. The other went from 35 to 20. Their reasons for listening to you differ completely.

RISMedia’s coverage of data-driven recruiting points managers to a few signals: a drop in active listings or zeroed-out inventory, large changes in annual production in either direction, and disengagement from company training and events. The same piece reports that, across data from 1994 to 2024, agents who moved had a mean experience of 5.90 years and a median of 3.90 years, so movers skew earlier in their careers than many brokers assume.

A practical way to tag each prospect:

Rising: production up year over year. Often looking for a place that can support growth: coaching, systems, a team structure.
Slipping: production down or listings dried up. Often looking for accountability and a plan, not a pitch.
Misfit: production far above or below their office’s average, or a long drive to the office. These are concrete things to talk about.
Steady: flat and healthy. Contact them less often and only with something specific.

Those tags are hypotheses about the agent, never conclusions. You confirm them by asking.

Step 3: Turn the list into conversations

A call list becomes an appointment when the first message shows you looked at that agent’s own work. RealTrends quotes a recruiter saying that when an agent does 15 sides and the office average is three, or has a 20-mile drive to an office while yours is down the street, those are talking points for the meeting.

Build each first message with three parts:

One observation from their production. “You closed 14 sides in the last 12 months, and 9 were listings in the $450,000 to $650,000 range.”
One question about their goal. “What would you like next year to look like?”
One small offer. A 20-minute conversation, no deck.

Then run a consistent interview. A simple five-stage flow works: rapport, discovery, presentation, objection handling and close. Most of the time should go to discovery. Ask what the agent wants to build, where they get stuck and who helps them today. Present your coaching and support only against what they told you.

In 3 Data Pulse, every prospect comes with personalized outreach anchored in that agent’s real production, and a guided five-step interview playbook (rapport, discovery, presentation, objection handling and the close) lives on each prospect. Prospects are tracked through your pipeline so follow-ups do not depend on memory.

Why the split is the wrong opening

A higher split is the easiest thing for another brokerage to match. Agents who move for a better percentage can move again for the same reason. Coaching, a plan for their goals and support they feel week to week are harder to copy. Lead with those, and let compensation be one item in the discussion rather than the headline.

Step 4: Keep a weekly rhythm

Recruiting stalls because it competes with everything else on a broker’s calendar. Give it a fixed slot.

Monday, 30 minutes: review the new list. Pick the 10 best prospects.
Tuesday to Thursday, 20 minutes a day: send personalized messages and make calls.
Friday, 20 minutes: log outcomes, schedule follow-ups, note what the agent said they want.

Keep it short so it survives a busy week. Our 9-step weekly recruiting guide covers the full sequence from outreach to coaching, and the data-driven recruiting guide goes deeper on reading the numbers.

What to automate and what to keep personal

Automation is good at the work nobody has time for: scanning the whole market, scoring agents, spotting changes in production, drafting a first message and reminding you to follow up. It should not be the one who talks to the agent. Keep these human:

The call or coffee itself.
Any reply that responds to what an agent said.
The decision about whom to pursue.

The practical split is that software prepares and you converse. Our guide on what to automate and what to keep human lays this out in detail. And if you want a mindset for the whole effort, recruit one agent at a time rather than chasing a market.

Rules for using MLS data in recruiting

MLS data belongs to the MLS and its participants, and each MLS sets its own terms. Some MLS rules speak to recruiting directly. For example, Bay East MLS Rule 12.11.1, effective May 2, 2022, permits using MLS information to investigate, identify, source and recruit potential participants and subscribers to a different brokerage. That is one MLS. Yours may differ.

Things have also been moving at the national level:

The NAR settlement required MLS policy changes effective August 17, 2024, including removing offers of compensation from the MLS and prohibiting use of MLS data feeds to build platforms of such offers. Local MLSs such as ARMLS published their own implementation changes, including removing compensation fields from data feeds.
In November 2026, NAR announced two optional policies letting MLSs restrict data feeds on reasonable, objective and equally applied criteria. MLS data use must follow participation or licensing agreements and relate to brokerage services, appraisals or other valuations.
In September 2026, HousingWire reported that Compass asked MLSs to block listing data from recruiting vendors, saying production metrics and roster movements are packaged to target its agents.

What to do this week: read your MLS’s data license or participation agreement, find the section on permitted uses, and ask the MLS directly whether recruiting analysis is covered. Check again when your MLS announces policy updates. Compensation fields are no longer the data you build outreach on, which is one more reason to build it on the agent’s goals and production.

Common mistakes

Sorting by volume only. The biggest producers are the most contacted and may not match your support model.
Listing features, not outcomes. “Weekly coaching” means little until you say what it does for that agent’s year.
Sending the same message to everyone. An agent can tell in one line whether you read their record.
Pitching before discovery. If you present in the first five minutes, you have nothing to tie the pitch to.
Letting follow-up slip. Most appointments come after more than one touch, so track every prospect.

What it costs to run this with 3 Data Pulse

If you want the market scan, scoring, drafted outreach and tracking done for you, 3 Data Pulse is billed monthly: $1 per month for each agent you manage, $0.25 per month for each agent you are recruiting, with a $250 monthly minimum. It runs from the data your brokerage already generates, with no data entry and no agent filling in forms, and it is built to be live in an afternoon. Recruiting, retention and coaching sit on one dashboard, so the agent you win is also the agent you keep and coach. See the recruiting software page for the full flow.

Once an agent joins, the same data supports retention and coaching, which is where a brokerage earns the right to keep recruiting by referral. For daily practice on listing presentations and role-play, our sister product Soravel is an AI coaching platform for real estate agents with voice or chat coaching sessions, daily check-ins, role-play practice and GCI goal tracking.

Our perspective

Brokers already know what grows a brokerage: recruit steadily, keep good agents happy and coach everyone up. The problem was never knowing what to do. It is that doing all three well takes a full-time team most brokerages cannot justify.

That is why we built 3 Data Pulse as that team, running in the background. It watches the data your brokerage already generates, does the heavy lifting and hands you a short list with the words already written.

Our method centers on the agent and the agent’s own goals. A brokerage wins and keeps agents through coaching and support, not through the commission split. The MLS tells you who might be open to a conversation. What you say in that conversation decides whether they join, and whether they stay.

Client

FAQ

Can a brokerage use MLS data to recruit agents?

It depends on your MLS’s rules. Some state recruiting uses explicitly, as Bay East MLS does in its 2022 rule. Others leave it to license terms, and NAR’s recent policies move more of the answer to each MLS. Read your participation or data license agreement and ask your MLS to confirm.

What MLS data matters most for recruiting?

Closed sides and volume over the last 12 months, the change from the prior year, buyer and listing mix, average sales price and active listings. Trends matter more than totals, because they show whether an agent is growing or slipping.

How many agents should I contact each week?

Start with about 10 well-researched prospects and about 90 minutes across the week. A short list you actually work and follow up on beats a large list that sits untouched.

What should I say in the first message?

One true observation from the agent’s production, one question about their goals and a small ask, such as a 20-minute conversation. Leave the split and your pitch for later, once you know what the agent wants.

Do I need software for MLS agent recruiting?

You can start with a spreadsheet and a weekly routine. Software like 3 Data Pulse takes over the market scan, scoring, drafted outreach and tracking so the routine happens every week, at $1 per managed agent, $0.25 per recruited prospect and a $250 monthly minimum.