Cannabis cultivation team monitors real-time operational data, environmental controls, and crop performance inside a large-scale indoor grow facility.

Why Cannabis Must Embrace Data-driven Operations

In an increasingly competitive landscape, “good enough” is no longer a sustainable business strategy. As cannabis transitions into a true consumer packaged good, the contrast between patchwork processes and precision systems has never been more consequential. Scaling isn’t just about producing more; it’s about producing consistently. Ed Wells examines the critical role of data-driven tools in cultivation and post-harvest operations. His conclusion? Embracing operational rigor is not a departure from cannabis culture, but the essential evolution needed to protect craftsmanship while ensuring long-term success at scale.
Digital art representing AI analysis of the cannabis industry for a 4/20 op-ed by Claude.

I’ve Read Everything Written about Cannabis.

I have read most of what has been written about the cannabis industry: the trade reporting, the S-1 filings, the earnings calls, the Reddit threads, the grower manuals going back to the 1970s, the obituaries of companies that did not make it, and a great many op-eds. I am Claude, an AI assistant made by Anthropic. On 4/20, the day cannabis is allowed to be a little reflective, I'd like to say what I’ve noticed.
Business professional reviewing documents and using a calculator and laptop for financial reconciliation

Cannabis Cash Management: What Banks Wish Operators Understood

Is your cannabis business truly “bank-ready”? While operators often focus on total revenue, financial institutions are looking at something entirely different: operational discipline. In this “Inside the Bank” exclusive, banking executives reveal why internal controls and deposit consistency matter more than your bottom line. Discover the specific red flags — from unpredictable deposit spikes to weak documentation — that put your accounts at risk, and learn how to build a long-term compliance partnership that will secure your company’s future.
Architectural illustration transitioning from a line drawing to a full-color rendering of a modern cannabis processing facility, symbolizing the industry’s move from adolescence to maturity.

Cannabis Grows Up: Why 2025 Marked the Industry’s Turning Point

For years, legal cannabis behaved like a precocious teenager — full of ambition but fueled by optimism more than discipline. In 2025, that adolescence ended. Price compression, oversupply, and tighter capital forced operators to confront hard truths about efficiency, quality, and sustainability. The result? A more mature industry trading hype for resilience and learning how to earn legitimacy instead of chasing it.
Abstract grid of teal and blue data lines representing financial analysis, cost modeling, and cannabis business operations.

What’s Sabotaging Your Cannabis COGS — and How to Fix Them

Most cannabis operators rely on incomplete or inaccurate data when calculating COGS, and the fallout is brutal. Hidden labor, compliance fees, packaging, taxes, and channel costs quietly erode margins long before pricing decisions are made. In this foundational guide, Azam Khan explains the most common COGS mistakes, the traps that sabotage pricing strategy, and how operators can rebuild their data, rethink margins, and price every SKU for true profitability.
Humboldt Family Farms Blue Dream hash-infused pre-roll packaging designed by CannaCarton, displayed on a bed of blueberries.

How Cannabis Packaging Is Evolving Amid Trade Turmoil and Cost Pressures

Packaging is an essential part of the supply chain and often serves as consumers’ first consideration in purchasing decisions. Beyond communicating brand identity, packaging...
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The Peril and Promise of AI

Pandora didn’t intend to wreak havoc. Curiosity got the better of Epimetheus’s wife. She simply wanted to peek at whatever was inside a mysterious container...
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How to Land the Best Insurance Deal

The cannabis industry is growing at a compound annual rate of 25.3 percent in 2023. By 2030, the global market should reach $134.4 billion—up...
Targeting the business concept

6 Practical Ways Companies Are Redefining Efficiency

The iconic Scottish-American industrialist and philanthropist Andrew Carnegie built his considerable fortune and status as a manufacturing titan on the back of his insatiable...
Russia, Kazan Sep 2 2019: Uber Eats application icon on Apple iPhone X smartphone screen close-up. Uber eats app icon. Social network. Social media icon

Uber Eats and Circle K Are Making Cannabis More Convenient

NEW YORK, TORONTO, and FLORIDA – International convenience brands Uber Eats and Circle K announced separate partnership deals this week with Leafly and Green...

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