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The Scoreboard That’s Lying to You

Playbooks

The Scoreboard That’s Lying to You

Why revenue and retention don’t tell you what’s coming next.

Jason Cass · Founder & CEO  •  6 min read  •  August 2026
Revenue is
the rearview
mirror
Four numbers that predict what’s coming

Ask any agency owner how the agency is doing and you’ll get two numbers back. Revenue this year. How many clients stuck around. Those two numbers feel like the whole scoreboard.

Here’s the problem. Both of them are looking backward.

Numbers that tell you what already happened

Revenue and retention aren’t wrong. They’re just late.

Revenue tells you what already came in the door. Retention tells you who already decided to stay. Both are the rearview mirror. Neither one tells you whether the engine underneath the agency is actually built to keep running, or whether you’re one bad quarter away from finding out it wasn’t.

That’s a dangerous kind of confidence. You can watch both numbers climb for years while the actual structure underneath the agency quietly gets worse, and nothing on your dashboard will warn you until it’s already a problem.

The pizza that got faster while it got worse

Here’s a story that has nothing to do with insurance and everything to do with it.

For years, one number ran a national pizza company: delivery time. Thirty minutes or it’s free, they promised, and for a long time that promise was the whole business. Delivery got faster. Store counts climbed. Every number on the executive dashboard said things were going great.

Meanwhile customers were saying, plainly and often, that the pizza itself wasn’t very good. Nobody at the top was measuring that, because the number everybody was proud of kept going up. It took years, a genuine sales slide, and finally a national ad where the company admitted on camera that its own product wasn’t good enough, before anyone rebuilt the thing customers were actually buying. Once they did, one of the most studied turnarounds in modern business followed.

The number they’d been bragging about for decades was never the number that mattered.

The number that mattered was whether someone wanted to order again, and nobody put that on a scoreboard until the business nearly paid for the mistake.

The real scoreboard for an agency

That’s exactly the trap revenue and retention set for an agency. They’re the number everyone’s proud of. They’re not the number that predicts what happens next.

The manual puts four other numbers in front of you instead, the kind nobody’s bragging about yet because almost nobody’s looking at them. None of these show up on a P&L. None of them are what you’d naturally check on a Monday morning. That’s exactly why almost nobody’s tracking them, the same reason a pizza company spent years bragging about a stopwatch instead of asking whether the food was any good.

RHL
Revenue per Human Layer

Total revenue divided by the people actually producing it. $2M with eight people is $250K of RHL. Automate two of those roles away and hold revenue flat, and RHL jumps to about $333K. It tells you whether you’re growing the agency or just growing the headcount.

SES
Swing Efficiency Score

A bot frees up two hours a CSR used to spend on endorsement changes. If those hours swing into renewal calls or referrals, that’s real SES. If they just quietly fill back up, SES is zero, even though the automation worked.

AIU
AI Utilization

500 policy changes a month, 150 fully handled by bots without a person doing the work by hand. That’s an AIU of 30 percent, regardless of how many tools with “AI” in the name you’ve bought.

AIES
Composite Score

Pulls the other three together. When RHL is climbing, SES is real, and AIU is rising, AIES climbs with them, one number that says the agency is genuinely getting healthier underneath.

Why this is actually good news

Most agencies are still running on the old scoreboard. They can tell you revenue and retention down to the decimal, and they have no idea what their AIES or their AIU actually is, because nobody ever handed them the number or told them to look.

That’s not a knock on them. It’s an opening. The businesses that catch this early get years of quietly building something sturdier while everyone else keeps bragging about the number that feels good but doesn’t predict anything. You don’t have to wait for a bad quarter, or a national ad admitting the product wasn’t good enough, to go find the number that actually tells you the truth. You can just go look at it this month.

“I don’t think the agencies that end up leading this industry in five years are the ones with the biggest revenue number today. I think they’re the ones who went looking for the second scoreboard while everyone else was still admiring the first one.”

, Jason Cass, Founder & CEO

What to do about it

Pick one Monday morning and score your agency on all four numbers. Not perfectly, just honestly. You already know your revenue and retention. Sit with the other two.

Write the number down. Come back to it in 90 days and see if it moved, and in which direction. That’s the whole exercise, and it will teach you more about your agency in an hour than a year of watching the P&L.

The full 35-metric reference, the formulas, and the target zones for where each number should be by 2029, are free in the Insurance Agency Operating Manual.

This is one piece of a bigger picture

The full system for fixing it, chapter by chapter, is free in the
Insurance Agency Operating Manual.

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Jason Cass is a thought leader, speaker, agency owner and champion for the independent insurance industry. He’s the founder and CEO of NexAgency, the company behind NexOne, built to help independent agencies run smarter and route work more efficiently. Jason also owns The Insurance Alliance and founded Agency Intelligence, where he hosts two leading industry podcasts, Agent’s Influence and Agency Intelligence, talking with the people shaping insurance and connecting with independent agents nationwide. He’s the author of the Amazon Bestseller Customer Service is Just Foreplay and recently released his Insurance Agency Owners Operations Manual, 2026 Edition.

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