Most cannabis operators spend months on licensing, real estate, and buildout — and 72 hours on the business plan. That sequencing is backwards, and it costs them.
Not at opening. At month 18.
That's when price compression hits. When the tax bill from their first full profitable year arrives. When distributions have already been spent and cash flow is tighter than the model ever showed. The business plan wasn't wrong because it was short. It was wrong because it was built on assumptions nobody pressure-tested.
On a recent episode of the Green Margin Podcast, Daniel Sabet sat down with Matt Khalili, founder of Plan Writers, to break down what actually separates a business plan that works from one that becomes a liability. Matt has worked with cannabis operators from pre-license through exit, and was deeply involved in the Minnesota market rollout. What follows is the tactical framework they discussed — built for operators who are serious about surviving the first three years.
The Business Plan Is Not a Document. It Is a Pressure Test.
The most common mistake operators make is treating the business plan as a communication tool rather than an analytical one. It gets written for the investor deck or the license application, then filed away. That's the wrong model.
As Matt put it during the conversation: "A good business plan in 2026 can't just be anything generic. It has to say a lot with very little words, needs to be visual, and it needs to show that the entrepreneurs really thought through all the different processes and anticipate a lot of questions that potential stakeholders want to know."
The plan's real function is forcing you to pressure-test your unit economics before you commit capital. Can you handle uncontrolled variables? How much cash do you need in reserve to absorb a 30% drop in flower prices? What happens to your margin if labor costs increase and average ticket drops simultaneously? These aren't hypotheticals in cannabis — they are the standard operating environment in years two and three of any market.
Matt's framework starts by reverse-engineering goals. What does the end state look like? What resources do you have, and where are the gaps? What would a sophisticated investor want to know — and do you have defensible answers? Most plans fail not because operators lack vision, but because they haven't stress-tested that vision against numbers that aren't going to cooperate.
Price Compression Is Not a Risk Factor. It Is a Certainty.
One of the most consistent patterns across every cannabis market that has reached maturity is downward pressure on flower prices. It happens in California. It happened in Colorado. It is happening in Michigan. It will happen in Minnesota and New Jersey and Ohio.
And yet most business plans model revenue as if prices are stable.
"The new norm in any cannabis business is you have to make the majority of your profits in the first two to three years," Matt said. "Your plan needs to assume price per flower is going to decline. That's going to create downward pressure on retail prices as well. Lower prices, lower revenues need to be part of the plan — and that's OK. You can build perfectly good models around this if it's structured properly."
This is not pessimism. It is calibration. A plan that bakes in price compression from the start forces operators to make smarter decisions earlier — on staffing, on distribution channels, on positioning. The operators who get into trouble are the ones who hit their revenue projections in year one, take distributions, increase their lifestyle spending, and then discover in year two that the market has shifted and their cost structure hasn't.
Daniel flagged this directly from his own client work: "The cost per pound of flower in any new market usually starts out at a decent rate. But as the market gets more saturated, that price comes down. They have to sell it for less, but they're still paying employees the same amount — and they never accounted for that change. It just eats away at cash flow."
The Year-Two Tax Trap That Nobody Plans For
Here is the sequence that plays out with remarkable consistency across cannabis operators who have a strong first full year:
The business opens mid-year. There is a ramp-up period. Revenue starts flowing. Taxes are being paid, but the operator doesn't have a complete picture yet of what they actually owe — especially given that 280E disallows deductions for most operating expenses, making the effective tax rate dramatically higher than operators from other industries expect.
Year one ends. It was a strong year. Distributions are taken. The lifestyle adjusts upward.
Year two begins. Revenue is still coming in, but price compression is starting. And then the full tax bill from year one arrives — calculated against peak performance, at an effective rate the operator didn't fully model.
"You realize how much you actually owe on taxes after that first full year of operations," Matt explained. "And then you're used to taking high-level distributions. You take that lifestyle increase. And then on your second and third year you have declining revenue and a lot more tax obligations than you realize."
This is the cash flow crisis that looks, from the outside, like a business problem. It's actually a planning problem. The tax liability was always coming. It just wasn't in the model.
This is precisely why having a cannabis-specialized CFO involved from the beginning — not just at tax time — changes outcomes. The 280E exposure, the timing of distributions, the cash reserve requirements: these need to be built into the plan before the business opens, not reconciled after year one closes.
What a Strong Business Plan Actually Looks Like
When Daniel pressed Matt on the specifics — what separates a strong plan from an average one — the answer wasn't about page count or format.
"It's definitely not the number of pages," Matt said. "In fact, if you don't have relevant information to share, more pages is fluff. It actually makes you lose credibility."
The elements that matter are specificity, cushion, defensible sourcing, and what Matt calls "lucid vision" — the ability to close your eyes and see the operation running, then translate that into writing, org charts, SOPs, and hiring timelines that hold up to scrutiny.
A strong plan addresses what resources are required to reach operational status, what the realistic customer acquisition strategy looks like (not just "word of mouth" and "social media"), what benchmarks are being used and where they came from, and how the financials hold up under downside scenarios — not just base case.
Matt also made a pointed observation about AI-assisted planning: "AI is a good tool, but AI is never gonna be able to capture proper vision and give you specific numbers that might make sense for you. Think of AI as a calculator. A business plan is a human endeavor and you're putting your life into it."
The research inputs matter as much as the structure. Paywalled market data, third-party sourcing, state-specific regulatory analysis — these are not optional. "A plan is only as good as the inputs you put in it," Matt noted. "And don't BS yourself with the numbers. Make sure they're credible and they make sense."
The Market Selection Math That Most Operators Get Wrong
One of the more counterintuitive insights from the conversation involved market selection. The assumption that bigger, more visible markets produce better outcomes is consistently wrong.
Daniel cited his own client experience: operators running stores in South Dakota — with top-line revenue that doesn't come close to a Los Angeles dispensary — who are outperforming on margin because labor is cheaper, rent is lower, and competition for talent is less intense. Those operators are now expanding into Minnesota.
Matt reinforced the point: "It's not always about the flashiest, sexiest location. It's about what really makes you the most money. People just look for cannabis desert pools to be able to operate into."
For operators evaluating markets like Minnesota, Ohio, or Delaware right now, the question isn't which market has the highest sales ceiling. It's which market, given your capital base and operational capabilities, gives you the best probability of surviving price compression and hitting profitability before your reserves run out. That is a question a business plan should answer — if it was built to pressure-test reality rather than impress investors.
This content is for informational and educational purposes only. It does not constitute legal, financial, tax, or investment advice. Cannabis regulations vary by state and locality. Consult a qualified cannabis accountant, attorney, or financial advisor before making business decisions.
Ready to build a financial foundation that actually holds up? Schedule a call with Daniel Sabet at GreenGrowth CPAs.
