Ashish Desai, the new CEO of Monograph, recently joined host Mark LePage on the Entrée Architect Podcast for a conversation about what it really takes to run a profitable architecture firm. Monograph is a practice management platform used by more than 2,000 architecture and engineering firms, and Ashish brought fresh insights from their newly released 2026 A&E Benchmark Report — built from real, anonymized transaction data across all of those firms.
You're Fully Booked. So Why Don't the Numbers Add Up?
What separates thriving architecture firms from those that are perpetually busy — but never quite profitable.
What emerged from the conversation was a clear, data-backed picture of exactly what separates the firms that are thriving from those that are just getting by.
The Three Levers Every Firm Must Track
According to Desai, the gap between high-performing and struggling firms almost always comes down to visibility into three core metrics. Not talent. Not the quality of the design work. Visibility.
- Utilization — Are your people spending their time on billable, client-facing work? Or is it getting absorbed by administration?
- Realization — Of the work being done, how much are you actually able to charge for? Are projects running over budget and eating into your margins?
- Cash flow — Once you've invoiced, are you getting paid? How quickly? And is it predictable?
"You can't improve something that you don't measure and don't have easily accessible to you."— Ashish Desai, CEO of Monograph
None of this is revolutionary. Most principals know these concepts exist. The difference is whether firms actually track them — and whether the data is easy enough to act on in real time.
Where AI Is Already Creating a Gap
The 2026 benchmark report introduced a new variable this year: AI adoption. The findings were unambiguous.
Firms actively using AI are generating around $20,000 more revenue per employee — roughly an 11% efficiency improvement. Their operational staff utilization jumped from 74% to 84%. Their most technical staff reached utilization rates of 95% or above. And their project realization rates hit 100%, compared to lower figures across the rest of the sample.
Critically, this isn't about AI in design or rendering. It's about administrative AI: automating proposal drafts, invoice generation, staffing summaries, RFP responses, and email parsing — the work that consumes hours every week without contributing directly to client outcomes.
The Cash Flow Fix Most Firms Overlook
On the cash flow side, Desai was direct: the single most impactful change most firms can make is to bill every month, no exceptions. Many firms still invoice on project milestones — a habit that creates long, unpredictable gaps between income and expenses.
"If they're not paying you every month, you're giving them a loan — and you're not charging any interest for it."
The second change is equally simple: make payment easy. Monograph's data shows that invoices without electronic payment options go unpaid 5% of the time. That means avoiding a 3% credit card processing fee costs you more than the fee itself.
When electronic payments are enabled, the median time to receive payment drops to 8 days. Without it, it's closer to six weeks. The compounding cost of that delay — in time, follow-up labor, and cash not in hand — far outweighs any processing fee.
Where to Start: A Simple Self-Assessment
If all of this feels overwhelming, Desai recommends a single starting point: revenue per employee per year. You don't need a platform to calculate it — just your total revenue and headcount. That number alone tells you a great deal about how efficiently your firm is operating.
From there, work through the three levers. Pick the one that feels most uncertain and start building visibility into it. The firms that are thriving aren't doing anything magical. They simply know their numbers, and they make decisions based on them.
The 2026 A&E Benchmark Report from Monograph is available for free download at monograph.com/benchmark. This post is based on a conversation from the Entrée Architect Podcast — listen to the full episode wherever you get your podcasts.




