In finance, the phrase “best practice” sounds safe. Proven. Reliable. But in FP&A, following best practices can be the fastest way to fall behind. Here’s why—and what to do instead. The Trap of “Best” We copy what looks established. If it worked for someone else, it must work for us. But “best practices” are often […]
https://theschlottco.com/wp-content/uploads/2024/07/7.jpg11551732Sarah Schlotthttps://theschlottco.com/wp-content/uploads/2023/06/logo-schlottco-1.pngSarah Schlott2025-09-12 21:57:252025-09-17 22:11:02Why “Best Practices” in FP&A Are Often the Worst Practices
Every finance team has a favorite “one big number.” EBITDA. Net Income. Free Cash Flow. It feels decisive—like you’ve cracked the code. But here’s the problem: that number might be the biggest lie in your business. Why Leaders Love the Mirage Executives crave simplicity. One number to say “we’re winning” or “we’re losing.” But businesses […]
The Mirage of Accuracy We’ve walked into boardrooms where the FP&A model was defended like holy scripture. Cell after cell of formulas, error-checks coded like landmines, a 97% “accuracy rate” held up like a badge of honor. And yet, the company missed revenue by 30%. The truth? Accuracy is a trap. It lulls CFOs into […]
What Are the Hidden Breakpoints in SaaS Financial Models? Most SaaS forecasts don’t implode because of bad math—they fail because of unmodeled breakpoints. The model looks clean. The CAC slide works. Revenue curves are up and to the right. But behind the scenes, timing mismatches, behavioral drift, and structural lag quietly unseat the logic. These […]
What Are the Most Common Forecasting Errors SaaS Founders Make? SaaS forecasts rarely collapse from bad spreadsheets. They collapse because the inputs—the ones everyone thought were obvious—don’t hold up. Before a CFO joins, founders are left to translate strategy into numbers. The problem isn’t ambition—it’s blind spots. Revenue gets pulled forward. Cost lags get ignored. […]
https://theschlottco.com/wp-content/uploads/2024/07/pexels-fauxels-3183131.jpg8001200Sarah Schlotthttps://theschlottco.com/wp-content/uploads/2023/06/logo-schlottco-1.pngSarah Schlott2025-08-03 23:05:092025-09-17 22:11:047 Forecasting Errors SaaS Founders Make Before Hiring a CFO
Why Operational Assumptions in SaaS Financial Modeling Break Forecasts Most SaaS forecasts fail before they begin—not because of bad math, but because of unexamined operational assumptions. The model isn’t broken. It’s just blind. We assume reps ramp in 90 days. That onboarding is uniform. That conversion rates scale with pipeline volume. These inputs feel safe […]
Why SaaS Forecasts Keep Breaking (And What Capacity Has to Do With It) Most SaaS forecasts don’t fail because of bad math. They fail because the business was never actually able to deliver what finance modeled. We track bookings, churn, CAC, and burn. But we rarely track whether teams can handle the volume of work […]
https://theschlottco.com/wp-content/uploads/2024/07/pexels-goumbik-590022.jpg7951200Sarah Schlotthttps://theschlottco.com/wp-content/uploads/2023/06/logo-schlottco-1.pngSarah Schlott2025-08-03 22:51:102025-09-17 22:11:056 Capacity Planning Metrics for SaaS FP&A Teams That Want Accurate Forecasts
Why Financial Models Break (Before the Numbers Do) Most forecasts don’t fail because your CAC was off by 2%. They fail because something nobody tracked—like late enablement, internal misalignment, or approval drag—slowed the business without ever touching the model. Traditional FP&A focuses on cost, margin, and bookings velocity. But SaaS companies don’t move in straight […]
https://theschlottco.com/wp-content/uploads/2024/07/10.jpg11551732Sarah Schlotthttps://theschlottco.com/wp-content/uploads/2023/06/logo-schlottco-1.pngSarah Schlott2025-08-03 22:43:442025-09-17 22:11:057 Non-Financial Drivers of SaaS Forecast Failure (And How to Model Them)
Finance doesn’t just report numbers anymore—we model behavior. And yet, most SaaS FP&A teams still rely on static forecasts that ignore how long decisions actually take. Forecasts assume motion. But workflows define speed. Here’s the problem: our financial plans depend on workflows we don’t track. We plan headcount without modeling ramp time. We forecast bookings […]
Deferred revenue is not a new concept. Most SaaS CFOs can recite ASC 606 in their sleep. But what we rarely see—even at $100M+ ARR—is a proper deferred revenue forecasting model. Recognition schedules? Everywhere. Forward-looking visibility? Nowhere. This matters because deferred revenue isn’t just an accounting exercise—it’s a leading indicator of renewal behavior, cash leverage, […]
https://theschlottco.com/wp-content/uploads/2024/07/pexels-jakubzerdzicki-20142092.jpg8011200Sarah Schlotthttps://theschlottco.com/wp-content/uploads/2023/06/logo-schlottco-1.pngSarah Schlott2025-08-03 22:19:342025-09-17 22:11:06Why Is Deferred Revenue Forecasting Important in SaaS?
Why “Best Practices” in FP&A Are Often the Worst Practices
In finance, the phrase “best practice” sounds safe. Proven. Reliable. But in FP&A, following best practices can be the fastest way to fall behind. Here’s why—and what to do instead. The Trap of “Best” We copy what looks established. If it worked for someone else, it must work for us. But “best practices” are often […]
The FP&A Illusion of “One Big Number”
Every finance team has a favorite “one big number.” EBITDA. Net Income. Free Cash Flow. It feels decisive—like you’ve cracked the code. But here’s the problem: that number might be the biggest lie in your business. Why Leaders Love the Mirage Executives crave simplicity. One number to say “we’re winning” or “we’re losing.” But businesses […]
CFOs Don’t Lose Companies. Bad Models Do.
The Mirage of Accuracy We’ve walked into boardrooms where the FP&A model was defended like holy scripture. Cell after cell of formulas, error-checks coded like landmines, a 97% “accuracy rate” held up like a badge of honor. And yet, the company missed revenue by 30%. The truth? Accuracy is a trap. It lulls CFOs into […]
9 Hidden Breakpoints in SaaS Financial Models That Sabotage Forecast Accuracy
What Are the Hidden Breakpoints in SaaS Financial Models? Most SaaS forecasts don’t implode because of bad math—they fail because of unmodeled breakpoints. The model looks clean. The CAC slide works. Revenue curves are up and to the right. But behind the scenes, timing mismatches, behavioral drift, and structural lag quietly unseat the logic. These […]
7 Forecasting Errors SaaS Founders Make Before Hiring a CFO
What Are the Most Common Forecasting Errors SaaS Founders Make? SaaS forecasts rarely collapse from bad spreadsheets. They collapse because the inputs—the ones everyone thought were obvious—don’t hold up. Before a CFO joins, founders are left to translate strategy into numbers. The problem isn’t ambition—it’s blind spots. Revenue gets pulled forward. Cost lags get ignored. […]
8 Operational Assumptions That Break SaaS Financial Models
Why Operational Assumptions in SaaS Financial Modeling Break Forecasts Most SaaS forecasts fail before they begin—not because of bad math, but because of unexamined operational assumptions. The model isn’t broken. It’s just blind. We assume reps ramp in 90 days. That onboarding is uniform. That conversion rates scale with pipeline volume. These inputs feel safe […]
6 Capacity Planning Metrics for SaaS FP&A Teams That Want Accurate Forecasts
Why SaaS Forecasts Keep Breaking (And What Capacity Has to Do With It) Most SaaS forecasts don’t fail because of bad math. They fail because the business was never actually able to deliver what finance modeled. We track bookings, churn, CAC, and burn. But we rarely track whether teams can handle the volume of work […]
7 Non-Financial Drivers of SaaS Forecast Failure (And How to Model Them)
Why Financial Models Break (Before the Numbers Do) Most forecasts don’t fail because your CAC was off by 2%. They fail because something nobody tracked—like late enablement, internal misalignment, or approval drag—slowed the business without ever touching the model. Traditional FP&A focuses on cost, margin, and bookings velocity. But SaaS companies don’t move in straight […]
9 Workflow Metrics SaaS FP&A Teams Should Track to Avoid Forecast Failures
Finance doesn’t just report numbers anymore—we model behavior. And yet, most SaaS FP&A teams still rely on static forecasts that ignore how long decisions actually take. Forecasts assume motion. But workflows define speed. Here’s the problem: our financial plans depend on workflows we don’t track. We plan headcount without modeling ramp time. We forecast bookings […]
Why Is Deferred Revenue Forecasting Important in SaaS?
Deferred revenue is not a new concept. Most SaaS CFOs can recite ASC 606 in their sleep. But what we rarely see—even at $100M+ ARR—is a proper deferred revenue forecasting model. Recognition schedules? Everywhere. Forward-looking visibility? Nowhere. This matters because deferred revenue isn’t just an accounting exercise—it’s a leading indicator of renewal behavior, cash leverage, […]