55% Forecast Accuracy Signals Systemic Pipeline Flaws
A forecast that’s right half the time isn’t a sales execution problem. It’s a system signal — the model producing the number doesn’t know what it’s producing. At $8M–$30M ARR, the instinct is to tighten stage definitions, add scrutiny to late-stage deals, introduce a second opinion on every forecast call. Those moves produce small improvements. They don’t fix the underlying issue. Because 55% accuracy isn’t noise. It’s signal. Three mechanical causes, in order of prevalence: 1. ICP drift. The accounts converting today aren’t the accounts your conversion rates were calibrated against. Your historical close rates are predicting a buyer profile that’s changed underneath you. 2. Stage definitions that describe activity, not commitment. “Proposal sent” tells you what your team did. It doesn’t tell you what the buyer did. Forecasts built on activity stages will always oscillate. 3. Pipeline carrying its own history. 20–40% of most pipelines at $8M–$30M ARR are deals that should have been disqualified two quarters ago. They’re distorting every ratio the forecast depends on. None of these are sales problems. They’re architecture problems. Which is why adding a second sales review doesn’t fix them — and why tightening your CRM workflow makes the symptom worse by hiding the break deeper in the data. What it means for the board conversation: If you’re reporting forecast accuracy under 70%, the defensible board narrative isn’t “we’re working on sales discipline.” It’s “we’ve identified that our forecast model is calibrated against assumptions that need to be re-validated — here’s the work underway.” The first framing sounds like you don’t control the outcome. The second sounds like you understand the system. One question to bring to your next exec team meeting: When was the last time our conversion rates were recalibrated against the accounts we’re actually closing today — not the ones we were closing 18 months ago? If no one has an answer, the forecast isn’t wrong. The model underneath it is. — Forecast Fridays #01
AI Amplifies Bad GTM Inputs Without Senior Oversight
Here’s what’s happening inside B2B SaaS companies right now: Teams are getting leaner. Expectations are getting higher. And AI is filling the gap. Your SDRs have AI writing outbound. Your junior marketer has AI generating newsletters and social. Your CRO...
Live Your Best Life, Not Their Approval
A reminder to anyone who needs to hear it: Stop trying to prove yourself to people who have already decided who you are. When people reject you, it's not you. It's that they have failed to see the true you. Focus on creating your...
Great Positioning Fails When No One Lives It
Your new positioning is beautiful. And it wasn’t cheap. The slide decks exist. A workshop was held. Everyone applauded. Then no one followed it. Sales adjusts however it sees fit to close a deal. Marketing bends it to get more...
SaaS Marketing Fails When Foundations Are Ignored
If anyone understands how broken marketing is inside SaaS companies— it’s me. I’ve seen the same scenario over and over. I’m brought in. Day 1: “We need campaigns.” “We need pipeline.” “We need results in 90 days.” Then you look...
Generic Claims Reveal Positioning Debt and Slow Sales
Ask a company what they do—and you’ll know in 10 seconds if their positioning is weak. Marketing answers first. Usually something like: “We provide an AI-powered platform that helps companies unlock operational efficiency and drive innovation.” Fine. Then I ask:...
AI Is Killing Half of Marketing, Leaving Only Judgment
Half of marketing is already dead. We just haven’t admitted it yet. •content •social •SEO •design All getting compressed by AI. What’s left is smaller: 👉 decisions 👉 judgment 👉 accountability Marketing isn’t evolving. It’s splitting. https://t.co/KD7mKsKRDY
Cutting Marketing Won’t Fix Rising CAC—Fix Selling Friction
“The CAC isn’t clearing. We need to cut marketing spend.” I’ve heard that line more than once. On the surface it sounds rational. CAC is rising. Attribution dashboards look weak. So marketing must be the problem. But most of the...
Revenue Architecture Beats Tactics for Predictable SaaS Growth
Most SaaS companies try to fix growth problems with tactics. More leads. More tools. More sales hires. But predictable revenue depends on something deeper: Revenue Architecture. The system connecting ICP, positioning, pricing, pipeline, and sales. I explain the framework here → https://t.co/y9I8gazKsu
Leadership Swaps Hide Costly 18‑24‑month GTM Inefficiency
The hidden 18–24 month cost most companies never calculate There’s a familiar moment in many companies when growth stalls. Pipeline slows. Forecasts wobble. Pressure rises. And eventually, the conversation turns to people. “Maybe we need a different marketing leader.” “Sales...
Growth Depends on Capital Allocation, Not Marketing Effort
At $10M ARR, pipeline isn’t driven by effort. It’s driven by capital design. Marketing at this stage is not creativity. It’s capital allocation. If you hire a CMO but: • Don’t fund demand • Don’t fund enablement • Don’t fund...
Followers Grow Fast, Revenue Grows Slow—Fix Pipeline First
The hidden cost of building attention that doesn’t convert It’s easier to add 50K followers than to fix inconsistent pipeline. That’s why so many B2B SaaS founders double down on visibility. Growth looks like traction. It feels like momentum. It...
Shared GTM Ownership Undermines Momentum and Accountability
Why fragmented ownership quietly kills momentum There’s a moment in many companies where growth doesn’t stall — it dissolves. Nothing is obviously broken. The team is capable. Leaders are engaged. Everyone agrees growth matters. And yet, decisions feel heavier. Execution...
Cut Unresolved Decisions, Not Output, to Accelerate Growth
You’re sitting in the meeting. Marketing is running campaigns. Sales is working deals. Product has a roadmap. Everyone is busy. And yet, growth is stalled. No one is slacking. Nothing is obviously broken. So the pressure builds. We need to...
Ambition Needs Pace: Prioritize Sustainability Over Constant Urgency
There’s a kind of pressure that sneaks up on ambitious people. High standards. Big goals. Constant forward motion. That drive is a real advantage. But it has a shadow side we don’t talk about enough. When everything becomes about winning...