Building a Data-Driven Insurance Agency: Premium Is for Show, Revenue Is the Dough

An agency can write more premium and still struggle to understand whether the business is becoming more profitable.

Premium volume tells part of the story. It does not explain how much revenue the agency earns, how much work the accounts require, or what remains after the expenses of running the operation.

That distinction sits at the center of building a data-driven insurance agency.

In an episode of the Power Producers Podcast, David Carothers sat down with James Geyer, co-founder of AccountAim, to discuss how agencies can turn the information they already possess into better decisions.

James brought experience in mergers and acquisitions, business operations, and analytics. David connected those ideas to his agency and his earlier career in the grocery industry, where regular reporting helped him manage a business with demanding margins.

Their conversation covered revenue visibility, commission automation, process documentation, cross-selling, producer coaching, and AI. The message was practical: before adding another tool, understand the business question you need to answer and the information required to answer it.

Watch the full Power Producers conversation with James Geyer.

A Data-Driven Insurance Agency Looks Beyond Premium Volume

David’s phrase captures the episode’s financial theme: premium is for show, revenue is the dough.

Written premium can help describe the size and composition of a book. But the agency needs to understand what that business contributes financially.

Commission rates can differ. Producer compensation affects the amount retained by the agency. Servicing demands and operating expenses also matter.

Two groups of accounts with similar premium totals may therefore produce different results for the business.

James encouraged owners to examine what actually flows through the agency rather than relying on a headline production figure.

That means keeping premium, agency revenue, and profitability distinct.

Revenue tells you what the agency earns from its work. Profitability requires examining the expenses associated with generating and supporting that revenue.

Connect production to the business outcome

A useful production discussion asks more than how much premium was written.

What revenue did it generate? What resources were required? How does the segment perform over time? Is the agency equipped to serve it efficiently?

Those questions help owners understand the consequences of growth.

A larger book may be desirable, but the agency needs visibility into how that growth affects staffing, workload, and financial performance.

The objective is to build a business whose results can be explained, rather than assuming that increasing premium automatically improves every other measure.

Build the Foundation Before Adding AI

James opened with a direct observation about technology adoption: agencies need to do the foundational work before expecting AI to solve their problems.

That work includes clean data, clear processes, and an understanding of the metrics being reviewed.

An AI tool can summarize information or help analyze a report. Its usefulness depends on what the agency provides and how the question is framed.

If records are incomplete, categories are inconsistent, or the team cannot explain what a measure represents, the output can be difficult to trust.

David connected this to earlier waves of interest in CRMs and automation.

Agencies wanted the technology, but some had not yet defined the process the technology was supposed to support.

The first question should be what needs to improve.

Are employees repeatedly entering the same information? Is management unable to see revenue by segment? Does the team struggle to identify the next step on an opportunity?

A specific problem gives the agency a reason to evaluate a specific capability.

For a related discussion of collecting information in a usable format, explore the Power Producers episode on insurance intake automation with Ray Huang.

Document the Process You Actually Use

David emphasized that a process needs to be defined before it can be automated effectively.

He described spending more time on his agency’s small commercial desk and discovering where the workflow needed improvement.

By doing the work himself, he could see repeated tasks, gaps in the pipeline, and situations that needed a template or a clearer next step.

That experience helped him prepare to map the stages and identify the automations required at each one.

The lesson is to document the process as it operates, rather than designing an ideal workflow without examining the work.

Let the people doing the work identify the friction

A service employee may know exactly where information is missing. A producer may recognize which follow-up repeatedly requires manual effort. The owner may discover that the pipeline stages do not reflect what happens between an inquiry and a completed transaction.

Those observations provide useful starting points.

For each stage, identify what happens, who handles it, what information is needed, and what moves the item forward.

Then ask where the process creates delay or repetition.

That gives the agency something concrete to improve and train. It also makes automation easier to evaluate because the desired behavior is clearer.

The technology should support a process the team can understand and repeat.

Begin with Metric Definitions

When David asked where an agency should start, James identified two priorities: definitions and cadence.

Definitions come first because a number is difficult to use if people disagree about what it represents.

For example, a revenue report should make clear which revenue is included and what period it covers. A retention measure should specify what is being retained and how the comparison is made.

A pipeline report needs similarly clear expectations about stages, amounts, and timing.

Those details affect the conclusion someone draws.

Make the source and calculation clear

For each initial metric, the agency should understand:

What the measure represents.
Where the information comes from.
How it is calculated.
Which period it covers.
What decision it is intended to support.

This can begin with a small set of measures.

James encouraged owners to choose the information that will help them understand and manage the business. The agency can add detail as questions arise.

A modest report with consistent definitions can be more useful than an extensive dashboard whose numbers nobody can explain.

Establish a Review Cadence

Definitions make the measures understandable. Cadence makes them part of management.

James suggested reviewing metrics on a schedule suited to the measure, whether weekly, monthly, or quarterly.

The meeting should examine how performance compares with expectations and previous periods.

Is the result where the team thought it would be? Is it moving in the intended direction? What changed?

That review creates a reason to investigate.

Turn the discussion into a next step

A reporting meeting should lead toward an action, a follow-up question, or a decision that no change is needed.

If a result is unexpected, someone should take responsibility for examining it. The team also needs to know when it will review the issue again.

Without that connection, reporting can become a presentation everyone watches before returning to the same habits.

The value comes from using the information.

Over time, a regular review process can help the team recognize patterns and understand which changes deserve attention.

It can also reduce the need for an owner to repeatedly request information because the relevant measures have a defined place in the agency’s routine.

Segment the Book to Find the Source of a Result

James discussed looking at performance by product, producer, and geography.

That matters because an agency-wide total can conceal important differences.

Revenue may be growing overall while one segment is struggling. A producer may be writing business consistently but concentrating on accounts that contribute less than expected. A particular location may have needs that do not appear in a combined report.

Segmentation helps the agency decide where to investigate.

It does not establish the cause by itself.

A change may reflect account losses, commission differences, timing, workload, or other factors. The team needs to understand the circumstances before changing its approach.

Use the detail to ask better questions

If a segment is performing well, ask what is supporting the result.

Does the agency have strong carrier access? Has it developed a more efficient process? Are the accounts a good fit for its service resources?

If the result is weaker, ask what has changed and what the team can influence.

Those conversations connect the report to the operation.

They also help the agency avoid treating every segment as if it has the same requirements or economics.

Look at Leading Indicators Alongside Completed Results

Revenue reports describe what has happened. James also encouraged agencies to examine indicators that help them understand what may come next.

The conversation included weighted pipeline, forecast information, retention, and policies per customer.

Those measures can support planning when their definitions and assumptions are clear.

A pipeline total, for example, needs context. The team should understand which opportunities are included, how far they have progressed, and what timing appears realistic.

A forecast is useful when it reflects that information rather than treating every opportunity as equally likely to close.

Compare expectations with outcomes

Reviewing what actually happened helps the agency improve its assumptions.

Did opportunities close when expected? Were amounts accurate? Did a particular stage remain stalled longer than usual?

Those questions can reveal a process issue or a forecasting habit that needs attention.

The aim is to make expectations explicit and improve them through review.

That gives owners a better basis for planning resources while acknowledging that future results remain uncertain.

Examine the Opportunities Already Inside the Agency

David argued that many agencies have valuable information and potential opportunities within their existing books.

He discussed account rounding and cross-selling as areas that can be difficult to see when records are not organized.

An existing relationship gives the agency a starting point, but the next step still requires understanding the client’s needs.

A gap in the records may reveal a question worth asking. It does not automatically establish that the client needs another policy.

Use the data to begin a relevant review

A producer might discover that the agency has limited information about a client’s other coverage arrangements or that the business has changed since the last discussion.

That provides a reason to contact the client and update the picture.

The conversation should determine whether there is a meaningful need and what advice is appropriate.

This approach makes account rounding part of ongoing service rather than an exercise in adding products.

For the agency, better records also make it easier to track whether those reviews occur and what they reveal.

Commission Automation Can Create Revenue Visibility

James described AccountAim’s work with commission information and revenue analytics.

In the episode, he discussed bringing together data from carrier statements, agency systems, and other sources so agencies can reconcile information and review performance.

The administrative benefit is clear. Commission processing can involve repeated entry, checking, and calculations.

However, James emphasized another benefit: visibility into the revenue behind the transactions.

He shared an agency example in which a labor-intensive monthly process was automated. The resulting information could then support trend reports and producer discussions.

Use reconciliation as a foundation for better reporting

The agency needs confidence in what was earned and received before using the information to evaluate performance.

A consistent process can help identify exceptions that require attention and make the underlying information easier to review.

That can also improve conversations with producers. A clear explanation of compensation is more useful than a figure the employee cannot trace or understand.

Once the information is organized, management can examine patterns in the business rather than spending the whole reporting cycle assembling the records.

For current information about the company’s services, explore AccountAim’s commission intelligence platform.

Coach Producers with More Context

James described using revenue trends and segment information in producer coaching.

A conversation based only on total production may miss why a person is performing the way they are.

More context can reveal where the producer has success, which opportunities fit the agency, and where the process needs support.

The discussion might concern prospect selection, account mix, follow-up, or the work involved in moving an opportunity forward.

Let the producer explain what the report cannot

The numbers provide a starting point. The producer’s experience helps interpret them.

A segment may have access issues, longer decision cycles, or circumstances that are not visible in the summary.

Listening to that explanation helps management distinguish a performance concern from a process or market issue.

The goal is a more specific coaching discussion.

What should the producer continue? What needs to change? What help would make the change possible?

For another perspective on developing people and making decisions, explore the Power Producers conversation about leadership skills with Kasey D’Amato.

Evaluate Niches Through Revenue and Workload

David described reconsidering small commercial business after spending more time with the workflow.

He had previously been reluctant to pursue it because of the volume and service demands he associated with the segment.

His experience showed him that particular classes could work differently when the accounts fit the agency’s resources and the process was efficient.

That prompted a more precise evaluation.

What does the account contribute? How much time does it require initially? What ongoing work should the agency expect? Can the process be repeated reliably?

Consider the whole relationship

The initial transaction does not represent every cost involved in serving an account.

The agency also needs to consider changes, renewals, client questions, and the resources required over time.

Data can help test whether a niche fits the intended operating model.

That is more useful than deciding solely from average premium or a broad opinion about small commercial.

David’s point was that better selection and better workflows changed what the agency could handle. The right conclusion depends on the particular business being pursued.

Use Reporting to Create More Time for Leadership

David connected the insurance discussion to his earlier experience in grocery operations.

He described having regular reports that showed sales, staffing, and performance trends. Because the information was available, he could spend more time on the floor talking with employees and customers.

He knew where to look when something moved away from expectations.

That is a useful model for agency reporting.

The purpose is to make the business easier to understand so leaders can focus attention where it matters.

Replace repeated searching with dependable information

An owner who has to gather the same facts before every decision spends time reconstructing the picture.

Consistent reporting can reduce that effort.

Once the team understands the measures and the reporting cycle, the owner can ask more productive questions and follow up on specific issues.

The reports still require monitoring. The benefit is a clearer basis for action, rather than another administrative task with no connection to the operation.

Prepare the Data Before You Need to Explain the Business

James drew on his mergers and acquisitions background to discuss the importance of organized records.

A business becomes easier to evaluate when its performance can be explained clearly and supported by the underlying information.

He contrasted that with trying to assemble the story during a transaction.

For agency owners, the practical lesson applies even when a sale is not planned.

Internal leadership transitions, partner discussions, and long-term planning all benefit from a shared understanding of how the agency performs.

Build a record of consistent management

Clear definitions, regular reports, and documented processes help explain what has happened over time.

They also make it easier to identify what depends on one individual and what the organization can repeat.

James connected that discipline to his experience with business evaluation. The episode’s takeaway is to improve the records while you are operating the agency, rather than waiting until someone urgently needs them.

The same work supports better decisions today.

Choose Technology Around a Defined Problem

David cautioned against purchasing software because it appears to be the next tool everyone is using.

A product can disappoint when the agency has not established the data or process needed to benefit from it.

The owner may then dismiss the product even after the business becomes ready for the capability.

A clearer approach begins with the problem and the intended result.

What should the tool improve? How will it fit the workflow? Who will use it? How will the agency decide whether it helped?

Give important choices the evaluation they need

David described taking time to evaluate an AI phone attendant for his agency.

He examined how it interacted with callers and whether it connected with the systems the agency used. Although he values quick decisions, that choice required a more involved assessment because the tool would affect the client experience.

That distinction matters.

Efficient decision-making means moving the decision forward with appropriate information. The evaluation should reflect the role the technology will play.

Once implemented, the agency still needs to review how it performs.

Keep Human Judgment Connected to the Data

The conversation returned to the relationship between technology and people.

David described using automation to handle parts of the workflow while maintaining human interaction where it was needed.

That is also a useful way to think about analytics.

Reports can identify a pattern. AI can help organize information. People still need to understand the context, speak with the team or client, and decide what action is appropriate.

A result that appears unusual may require investigation rather than an immediate change.

An apparent opportunity may need a conversation before it belongs in the pipeline.

The agency’s advantage comes from combining information with judgment and follow-through.

That allows technology to support the relationships and decisions on which the business depends.

Put a Data-Driven Approach into Practice

David and James’s discussion provides a practical starting point:

Choose a business question. Identify something you need to understand, such as revenue by segment or the work involved in a recurring process.
Define a small set of measures. Make clear what each metric represents, where the information comes from, and how it is calculated.
Review the quality of the records. Identify missing or inconsistent information that could affect the conclusion.
Document the related workflow. Follow the work through its actual stages and involve the people who perform it.
Set a review cadence. Decide who will examine the information and how often.
Investigate differences. Use product, producer, or geographic detail when the overall result needs explanation.
Assign a next step. Give findings an owner and a date for follow-up.
Evaluate technology against the problem. Choose capabilities that support a defined process and an outcome you can review.

You can begin with the tools you already have. James explicitly noted that an agency can start with spreadsheets or existing system reports.

The first objective is dependable information and a habit of using it.

Conclusion: Make the Agency Easier to Understand and Manage

Building a data-driven insurance agency starts with a clear view of the business.

Premium volume is one part of that view. Revenue, expenses, workflow, and account characteristics help explain what the production means for the agency.

James Geyer and David Carothers show how clean data, defined processes, and regular reporting can support better decisions. The practical benefit is greater clarity about where the agency performs well, where it needs attention, and what to do next.

Choose one question your agency currently answers by instinct. Define the information required, review the records, and schedule a discussion of the result.

That is a concrete first step toward turning the data you already possess into a more useful management resource.

To hear the conversation in full, watch the Power Producers Podcast episode with James Geyer. You can also explore AccountAim and find more conversations about agency growth and operations on the Power Producers Podcast.