
Two figures from the same benchmark survey. CAS practices that invest continuously in technology serve 100 clients. Across all respondents the figure is 67.
The Growth Is Real
Same service line. Same recurring fee model. One group carries half as many clients again as the other.
Start with what is not in dispute. The AICPA and CPA.com CAS Benchmark Survey, covering 206 US practices, reported median CAS growth of 17%, median CAS revenue up 61% against the previous edition, and median net client fees per professional of $156,250, itself up 29%. Respondents projected 15% growth in the following year.
Two caveats worth stating rather than burying. That survey was published in December 2024 and covers calendar 2023, and the 2026 edition is still collecting responses. So these are the most recent published figures in the profession, not this month's figures.
Nothing about the direction is ambiguous though. Advisory work grew, it grew fast, and firms that got there early are earning more per person than firms selling compliance alone.
What It Costs to Deliver
Now the part that gets less attention. In the same survey, 78% of CAS practices run dedicated CAS staff, and only 10% use hourly billing as their primary pricing method.
Put those two facts together and the economics of the service line become plain. The client pays a fixed monthly fee. The firm assigns named people. Nothing about the fee flexes when a month turns out to be harder than expected.
That is a good model for a client and a demanding one for a firm, because it converts a seasonal business into a monthly one. Tax work has one brutal stretch and a recovery period. CAS has twelve closes, twelve reporting packages, twelve rounds of chasing whatever the client did not send. The deadline never arrives and then leaves. It just comes round again.
Under that model, margin is not primarily a function of the fee. It is a function of how many clients one professional can carry without the work degrading.
Which Is What the 100 and the 67 Are Measuring
Read the technology finding again with that in mind. It is not a statement about software being nice to have. It is the same service delivered at a different clients-per-professional ratio, and 51% of practices in the survey said they invest in technology continuously rather than occasionally.
Everything else in a CAS practice is roughly fixed. The scope is agreed, the fee is agreed, the staff are assigned. The variable that moves is how much of each monthly cycle gets spent producing the deliverable versus assembling the inputs for it.
And that cost multiplies in a way compliance work does not. A retrieval problem that costs forty minutes on a tax return costs forty minutes once a year. The same problem inside a CAS engagement costs forty minutes twelve times, across every client in the portfolio. A practice with 67 clients and a twenty minute average hunt per client per month is spending something close to a full working week each month on finding things.
That is where the missing 33 clients are. Not in the pricing, not in the sales process. In the delivery cycle, repeating monthly.
What This Changes About the Advisory Pivot
The usual version of the advisory conversation is about positioning: package the service, name it, price it as a subscription, stop selling hours. All reasonable, and none of it touches the ratio.
A firm that repositions without changing throughput has signed up for twelve deadlines a year at a fixed fee, with the same document handling it had before. That firm grows revenue and adds headcount at nearly the same rate, which is a treadmill rather than a pivot.
MetaWurks works on the input side of that cycle. It ingests each client's statements, invoices, contracts and correspondence and lets the CAS team query the whole set in plain English, so the recurring monthly hunt for a supporting document becomes a question with an answer. Role based access controls decide who can open which client's records, audit logs record who opened what and when, and documents ingested into the platform are not used to train models or exposed to other users, which matters more when the same platform holds thirty clients rather than one.
It does not produce the management accounts. It reduces the part of every monthly cycle that is spent getting to the point where someone can produce them, and that part is paid for once per client per month, forever.
The advisory pivot is usually described as a decision about what a firm sells. The number that separates the practices in the survey is about what a firm can deliver.
Join the Conversation
In your firm, how many monthly clients can one person carry before the quality starts to slip, and do you know what the ceiling is made of?