The Illusion of a Busy Route
Cannabis distribution is a volume game, or so the conventional thinking goes. More stops, more deliveries, more revenue. The problem with this logic is that it treats every dollar of revenue as equal, ignoring the wildly different cost profiles of each account on your route.
Consider two dispensary accounts. Account A orders $8,000 per week, pays within 7 days, rarely returns product, and sits 12 minutes from your warehouse. Account B orders $12,000 per week, pays in 30 to 45 days, returns 8% of product, and requires a 90-minute round trip. On your income statement, Account B looks like the better customer. In reality, Account A is significantly more profitable once you account for the true cost of service.
This distinction matters because cannabis distribution margins are thin. After product cost, excise tax, compliance overhead, and operational expenses, most distributors operate on net margins between 3% and 8%. At those levels, a handful of unprofitable accounts can erase the profits generated by your best customers.
How to Calculate True Per-Account Profitability
Step 1: Start With Gross Revenue by Account
Pull your invoiced revenue by account for the trailing quarter. Do not use ordered revenue; use what was actually invoiced and accepted. This immediately removes the noise created by canceled orders and refused deliveries.
Step 2: Subtract Product Cost and Excise Tax
Apply the actual product cost (not an average) and the excise tax attributable to each account's purchases. What remains is your gross margin per account. For most distributors, this number looks healthy. The real story starts in the next step.
Step 3: Allocate Delivery Costs
This is where most distributors stop, and where the most important analysis begins. Your delivery costs include driver wages (including benefits and payroll taxes), vehicle depreciation or lease payments, fuel, insurance, and maintenance. Allocate these costs based on time spent serving each account, not based on revenue.
A useful method is to calculate your fully loaded cost per delivery hour. If your total monthly delivery operation costs $45,000 and your drivers log 600 delivery hours, your cost per hour is $75. An account that takes 2 hours round trip (including loading, drive time, unloading, and paperwork) costs $150 per delivery. If you deliver twice per week, that account costs $1,200 per month in delivery expense alone.
Step 4: Factor in Returns and Credits
Returns are a hidden margin killer. When a dispensary returns product, you lose the margin on that sale, incur the cost of processing the return in METRC, and often cannot resell the product at full price. Calculate the return rate by account and subtract the margin impact from each account's profitability.
Step 5: Calculate the Cost of Capital on Receivables
If an account pays in 30 days, you are financing their inventory for a month. The cost of that financing is real, especially for cannabis companies with limited banking access and high borrowing costs. Apply a monthly cost-of-capital rate to each account's average outstanding receivable balance. At a 12% annual cost of capital (conservative for cannabis), a $40,000 outstanding receivable costs you $400 per month.
Step 6: Add Compliance and Administrative Costs
Some accounts generate disproportionate compliance work. Accounts that frequently dispute invoices, require special manifesting, or demand custom reporting consume administrative time that should be allocated to them. Track the hours your operations and compliance teams spend on each account and apply a blended hourly rate.
Reading the Results: What the Data Usually Reveals
When cannabis distributors complete this analysis for the first time, the results tend to follow a predictable pattern.
The top 20% of accounts generate 60% to 80% of actual profit. These are the accounts with high order values, fast payment, low return rates, and geographic proximity to your operations. Protecting and growing these relationships should be your primary commercial strategy.
The middle 50% of accounts are marginally profitable. They cover their direct costs and contribute something to overhead, but they are not driving the business forward. These accounts are candidates for pricing adjustments, minimum order requirements, or delivery schedule optimization.
The bottom 20% to 30% of accounts are unprofitable. They cost more to serve than they generate. These accounts persist because sales teams resist losing revenue (even unprofitable revenue), because nobody has done the math, or because operators hope the accounts will grow into profitability. They rarely do.
Route Density vs. Route Size
Beyond individual account profitability, the geographic structure of your routes has a massive impact on overall distribution economics.
Route density measures how many profitable stops you can make per hour of driving. A route with 15 dispensaries clustered in a 10-mile radius will almost always outperform a route with 8 dispensaries spread across a 60-mile corridor, even if the total revenue is similar.
The reason is simple: windshield time is pure cost. Your driver is on the clock, the truck is burning fuel, and you are generating zero revenue. In cannabis distribution, where delivery windows are tight and compliance requirements add time at each stop, every additional mile between stops compounds the problem.
Map your routes and calculate the revenue per delivery mile. High-density routes often generate $50 to $80 per mile. Sprawling routes can drop below $15 per mile. If you are running a low-density route to serve two or three remote accounts, consider whether those accounts could be served less frequently, consolidated with another delivery day, or served by a third-party logistics provider.
Payment Speed as a Profitability Lever
In cannabis distribution, the timing of payment collection deserves special attention because the industry's banking challenges amplify the cost of slow receivables.
Many dispensaries still operate on a cash-heavy basis, which creates a paradox: the cash is physically available, but collection logistics are complicated. Some dispensaries will have the cash ready at delivery. Others will make you wait, come back, or chase payment for weeks.
Track your days sales outstanding (DSO) by account, not just overall. An overall DSO of 22 days might mask the fact that half your accounts pay COD while the other half averages 40 days. Those 40-day accounts are structurally more expensive to serve, and their pricing should reflect that.
Consider implementing a tiered pricing structure based on payment terms. COD accounts receive your best pricing. Net-15 accounts pay a modest premium. Net-30 or longer accounts pay a higher premium that covers your cost of capital and collection effort. This is standard practice in traditional distribution and there is no reason cannabis should be different.
When to Drop an Unprofitable Account
Dropping an account is one of the hardest decisions in distribution. Revenue feels tangible; the cost of serving that revenue feels abstract. But keeping unprofitable accounts is not a neutral decision. Every delivery hour spent on a money-losing account is an hour that could be spent on a profitable one, or on acquiring new accounts with better economics.
Before terminating an account, consider these steps. First, have an honest pricing conversation. Many dispensaries will accept a price increase or minimum order requirement if the alternative is losing a reliable distributor. Second, restructure the delivery schedule. Moving an account from twice-weekly to once-weekly delivery can cut your service cost in half while retaining the revenue. Third, evaluate the strategic value. A small account at a new dispensary in a high-growth market might be worth subsidizing for six months while it scales.
If none of these adjustments make the account profitable, terminate the relationship. Redirect the freed-up capacity toward serving your top accounts better or onboarding new accounts with favorable economics.
Building a Quarterly Review Cadence
Route-level profitability is not a one-time exercise. Markets shift, accounts change their ordering patterns, new dispensaries open, and fuel costs fluctuate. Build a quarterly review into your financial calendar.
Each quarter, update your per-account profitability analysis, recalculate route density metrics, review DSO trends by account, and identify the bottom 10% of accounts for intervention. Share the results with your sales and operations teams so that commercial decisions are grounded in financial reality rather than gut feel.
The distributors who run this discipline consistently find that their margins improve by 2 to 4 percentage points within the first year, not because they are selling more product, but because they are making better decisions about where and how they deploy their resources.