A few months into Ashwin Raj's job as chief executive of LeafLink, the cannabis wholesale platform had a pricing problem and, more importantly, a trust problem. The company had moved from predictable subscriptions to a fee tied to each transaction. The model was familiar to anyone who had studied marketplaces. It also landed badly with businesses whose margins were already under pressure. Every extra dollar flowing through LeafLink could raise a customer's bill.
Raj did what he says he usually does upon entering a business: he started talking to customers. They told him the issue was not merely the size of the fee. It was volatility. A dispensary or brand could plan around a subscription; a variable toll made costs rise with activity. For a platform, that created the wrong incentive. The customer had a reason to send less volume through the very system designed to make commerce easier.
So Raj reversed the change. LeafLink returned to flat fees, reduced three plans to two and issued a public apology. The company accepted the lost revenue. Raj framed the choice in elementary terms: a platform cannot succeed by making its customers less likely to succeed.
“You cannot have a model where there is a disincentive for customers to push more volume through your platform.”Ashwin Raj, on LeafLink's pricing reversal
This is the cleanest introduction to Raj because it contains his whole operating argument in miniature. Listen before theorizing. Understand the economics beneath the complaint. Narrow the remedy. Take the near-term hit if it protects the long relationship. His career has passed through companies with louder origin myths, but his attention keeps settling on the machinery under the story: how a payment clears, how a stranger becomes a trusted driver, how a meal arrives at a shifting office, how a cannabis retailer pays an invoice.
A career in unfinished rulebooks
Raj trained first as an engineer. He earned an electrical and electronics engineering degree from Anna University, then a master's in biomedical engineering at the University of Tennessee Health Science Center, followed by an MBA at Harvard Business School. The range is unusually helpful for understanding his later work. He can think in systems, but he has repeatedly chosen systems made untidy by people, institutions and policy.
At Visa, where he spent nearly twelve years, Raj worked in global innovation, strategic partnerships and mobile products as the phone was becoming a payment instrument. At Amazon, he led payments in North America and services for third-party sellers. He joined Lyft in 2017, first around payments and the customer platform, then rose to lead the core rideshare business. His tenure as head of rideshare covered the industry's recovery from the pandemic and the push toward profitability. In 2023, he became chief executive of ezCater, the marketplace for food at work.
The names change, but the recurring assignment does not. Each market needs a participant on one side, a participant on the other and confidence between them. The technology handles matching and movement. The harder question is whether rules, incentives and expectations can keep up.
Raj likes the rideshare analogy because it makes this sequence visible. The proposition once violated a childhood instruction: do not get into a stranger's car. Platforms responded with identity checks, vehicle standards, insurance and trip records. Raj recalls that Lyft rejected his own older car because it did not meet the platform's requirements. The anecdote is almost comically ordinary. It is also the point. Trust becomes real through a collection of boring checks.
The view from the middle
LeafLink occupies a revealing position in legal cannabis. It connects brands, manufacturers and retailers through wholesale ordering, logistics, data and financial services. On the High Spirits podcast in January 2026, the hosts described a platform processing more than $5 billion in annual transactions for more than 12,000 companies across 30 markets. From there, an order is more than an order. It is a signal about demand, inventory, price and the condition of a business.
Raj has described seeing stress arrive in layers. A market issues too many licenses. Prices compress. Inventory sits longer. A retailer buys discounted stock but cannot sell it quickly. The brand develops an accounts-receivable problem. Banking deposits begin to fall. By the time a closure becomes public, the pattern may already have been legible in the middle.
His proposed product is not simply a better report. It is a shorter distance from signal to action. If LeafLink can see turnover, comparable products and pricing, it can help a retailer buy less of what will sit and more of what will move. If marketplace records connect with financial services, the same system can follow both the product and the funds. Raj calls this the operating system for regulated cannabis commerce.
The purchase of Dama Financial gives that idea a banking layer. Cannabis operators still face restricted access to conventional financial services and substantial manual work around cash, payments, reconciliation and compliance. Raj's near-term target is practical: make accounts payable and receivable more dependable. The longer view joins transaction records, inventory flow, banking and compliance into a continuous chain.
Standards are a form of persuasion
Raj is careful not to pretend cannabis is merely ridesharing with a different noun. The industry is split into state markets. Product descriptions are inconsistent. Operators face different licensing and compliance regimes, while limited banking access turns routine finance into specialist work. Consumer familiarity also varies.
Still, he sees a shared lesson across Amazon, Lyft and cannabis: technology can help a new behavior become understandable to institutions. Standards show regulators and customers that a system is inspectable. Reliable records can turn compliance from an after-the-fact burden into a feature of the transaction. Consistent product information lets businesses compare like with like. Industry participants can compete on the shelf while cooperating on the basic grammar of the market.
“My vision is for LeafLink to be the operating system for regulated cannabis commerce.”Ashwin Raj, September 2025
This ambition sounds expansive, but Raj's public management language is deliberately restrictive. He says a company should choose one or two high-impact things customers want. Focus is not a slogan pasted onto a busy roadmap. It is the discipline of refusing the thirteenth promising project.
- Listen to customers and the team.
- Focus on one or two high-impact problems.
- Build for the long term.
The pricing reversal put those principles under pressure. Listening led to an answer the company could measure in foregone revenue. Focus turned the answer into a simpler two-tier structure. Long-term thinking justified the trade: customer confidence was worth more than defending a theoretically familiar marketplace model.
The engineer's human loop
Raj's recent comments about artificial intelligence follow a similar pattern. He argues that businesses possess plenty of data but often struggle to move from insight to action. People are busy, subject to preferences and sometimes reluctant to surface bad news. Software agents, in his view, can watch individual elements continuously and make recommendations or take bounded actions.
Yet his rollout prescription begins slowly. Keep people in the loop. Let them correct new situations. Increase autonomy as the system earns it. Put governance around what an agent may touch and what it may do. Raj compares the future worker to a manager guiding a team of agents, responsible for judgment, unusual cases and risk.
That is less a futurist detour than another version of the marketplace problem. Autonomy requires confidence. Confidence requires visible rules. When the rules work, people can spend less time repeating a task and more time handling the exception that matters.
There is a gentle oddity to the full career arc. Raj is named on patents covering electronic value transfer, mobile transaction systems and tokenization. He is also named on an early patent for a steerable walking apparatus. The objects differ; the instinct is recognizable. Find a difficult movement, design a mechanism, then make the mechanism usable by a person.
What he is really building
The phrase “operating system” invites a grand rendering of LeafLink. The more revealing picture is smaller. A brand knows what a retailer ordered. A retailer understands what is selling. A payment arrives when expected. Compliance data travels with the transaction. A cost does not become less predictable just because a customer grows.
Cannabis commerce will still depend on policy, capital, consumer behavior and thousands of individual operators. LeafLink cannot settle those questions alone. Its leverage comes from the connections among them. In a fragmented market, a dependable connection is a product.
Raj's first chapter at the company began with a lesson delivered by customers: the familiar model from another marketplace can be wrong here. He listened, changed it and kept going. For an executive who has spent two decades around emerging systems, the correction may be the most fitting credential. Infrastructure does not become trustworthy because its designer never turns back. It becomes trustworthy when feedback can travel all the way through.