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What challenges are associated with manual inventory management in cannabis operations today?
Outlaw Technology has been named Handheld-Based RFID Seed-to-Sale Software of the Year 2026 – and here’s why.
Cannabis is scaling. Manual inventory won’t.
In cannabis, compliance is not just about having data. It is about proving that what is physically on-site matches what is reported to the state. This is not just about compliance. Every business needs to know what it has in inventory and the ability to count it efficiently. Most industries have already adopted RFID for this reason. Cannabis is catching up.
Most operators are still doing this the hard way. Spreadsheets. Printed reports. Teams walking rooms for hours tracking down tags and reconciling numbers. It works. But it is slow, expensive, and full of opportunity for error. Outlaw Technology eliminates that problem, delivering RFID-driven inventory and compliance systems from seed to sale, and is widely recognized as best-in-breed in cannabis.
Outlaw is the only company delivering RFID-driven inventory and compliance from seed to sale.
Their Desperado and Maverick handheld solutions, combined with OG Harvest, allow operators to verify physical inventory instantly against both Metrc and leading point-of-sale platforms such as Dutchie, Treez, Cova, Blaze, and others.
The result is simple. Less labor. Faster counts. More accurate results. Operators using Outlaw routinely cut inventory time and labor by 70 to 80 percent.
“The beauty of what we enable is that what you’re self-reporting on the compliance side matches reality, while doing so with the least amount of labor,” says David Eagleson Sr., Founder and CEO.
How does real-time RFID tracking improve inventory accuracy and compliance verification processes?
Real-Time Inventory. Not After-the-Fact Reconciliation.
Outlaw starts with the same data regulators use. As a certified Metrc integrator, the system pulls live compliance data through secure API connections using the operator’s credentials. Employees scan RFID tags in seconds, creating a real-time count of what is physically present. The system immediately compares those scans to Metrc and point-of-sale systems, allowing teams to identify missing, misplaced, or misreported inventory. Not hours later. Not the next day. In real time. That means faster corrections, fewer discrepancies, and far less time spent chasing problems.
Why do automated workflows significantly reduce labor and time across inventory processes?
Where the ROI Actually Shows Up
This is where operators feel it. Teams spend hours every day on data collection:
• Inventory counts
• Plant/package moves
• Plant destructions
• Package adjustments, splits, and merges
• Transfer manifest validation
• Finished goods audits
All manual capture. All repetitive. All expensive.
Outlaw compresses those workflows from hours into minutes. Instead of multiple employees walking rooms, scanning barcodes one by one, writing things down, and reconciling later, a single user can scan entire rooms in seconds and see discrepancies immediately.
Less time spent counting. Fewer people required. Fewer errors to fix later. And more time spent running the business.
Cultivation: From Hours of Work to Minutes
Plant counts, moves, destructions, and harvest are some of the most time-consuming tasks in cultivation. With Desperado, entire rooms can be scanned in seconds. A Missouri operator used the Desperado handheld to count 30,000 plants in under 25 minutes. That is not an incremental improvement. That is a different operating model.
Harvest is another major bottleneck. Traditional workflows require multiple employees calling out weights, recording data, and manually entering it into Metrc. With OG Harvest, plants are placed on a connected scale, weights are captured automatically, and RFID tags are scanned in seconds. Operators regularly report 70 to 80 percent reductions in harvest time. Fewer people. Less time. Better data.
In what way does integrated RFID technology support scalability across cannabis operations?
Processing: Eliminate Manual Package Workflows
Processing is where inventory complexity rapidly increases. Packages can be scanned in seconds, counts are verified in real time, and discrepancies are identified immediately instead of being discovered later during reconciliation.
Distribution: Validate Shipments Before They Become Problems
For distributors and transporters, transfer manifests are a constant source of risk. Teams spend hours checking that every package is present before a shipment leaves, only to repeat that process again upon arrival. What used to require manual checking and rechecking can now be completed in seconds, with a much higher level of confidence.
Retail: Turn Inventory Labor into Revenue
In dispensaries, inventory counts are one of the largest hidden labor costs. Products look identical. Staff double-scan items. Counts take hours. Errors still happen. Outlaw solves this with item-level identification using Retail ID QR codes or Outlaw-provided RFID tags, making every product uniquely identifiable.
In one multi-state deployment across 15 dispensaries, a retailer reassigned employees dedicated to inventory counts into customer-facing roles. That is not just efficiency. That is recovered revenue.
Built for Cannabis. Designed to Scale.
Outlaw was built specifically for cannabis operations, not adapted from another industry. The workflows reflect how audits, harvests, and inventory checks happen across cultivation, processing, transport, and retail environments.
The platform is built to keep up with regulatory changes. Reporting requirements vary by state and continue to evolve. Outlaw’s architecture allows updates to be deployed centrally so operators stay compliant without disruption.
“Our goal is to make the technology simple and intuitive for anyone to use out of the box,” says Eagleson.
As Compliance Tightens, Efficiency Becomes Critical
Cannabis is one of the most tightly regulated industries in the country, and that pressure is increasing. New initiatives such as Metrc’s Retail ID are pushing toward deeper traceability by linking individual retail units more closely to package-level compliance records. As these requirements expand, operators need systems that support accurate data capture without adding administrative burden or labor.
Outlaw Technology’s approach to RFID-driven, handheld-based inventory automation has earned industry recognition, including being named Handheld-Based RFID Seed-to-Sale Software of the Year 2026.
By replacing manual processes with automated data capture and real-time verification, operators can scale their business without scaling their headcount.
Simply put, Outlaw saves time, money, and labor.
Outlaw Technology has been named Handheld-Based RFID Seed-to-Sale Software of the Year 2026 – and here’s why.
Cannabis is scaling. Manual inventory won’t.
In cannabis, compliance is not just about having data. It is about proving that what is physically on-site matches what is reported to the state. This is not just about compliance. Every business needs to know what it has in inventory and the ability to count it efficiently. Most industries have already adopted RFID for this reason. Cannabis is catching up.
Most operators are still doing this the hard way. Spreadsheets. Printed reports. Teams walking rooms for hours tracking down tags and reconciling numbers. It works. But it is slow, expensive, and full of opportunity for error. Outlaw Technology eliminates that problem, delivering RFID-driven inventory and compliance systems from seed to sale, and is widely recognized as best-in-breed in cannabis.
Outlaw is the only company delivering RFID-driven inventory and compliance from seed to sale.Their Desperado and Maverick handheld solutions, combined with OG Harvest, allow operators to verify physical inventory instantly against both Metrc and leading point-of-sale platforms such as Dutchie, Treez, Cova, Blaze, and others.
The result is simple. Less labor. Faster counts. More accurate results. Operators using Outlaw routinely cut inventory time and labor by 70 to 80 percent.
“The beauty of what we enable is that what you’re self-reporting on the compliance side matches reality, while doing so with the least amount of labor,” says David Eagleson Sr., Founder and CEO.
How does real-time RFID tracking improve inventory accuracy and compliance verification processes?
Real-Time Inventory. Not After-the-Fact Reconciliation.
Outlaw starts with the same data regulators use. As a certified Metrc integrator, the system pulls live compliance data through secure API connections using the operator’s credentials. Employees scan RFID tags in seconds, creating a real-time count of what is physically present. The system immediately compares those scans to Metrc and point-of-sale systems, allowing teams to identify missing, misplaced, or misreported inventory. Not hours later. Not the next day. In real time. That means faster corrections, fewer discrepancies, and far less time spent chasing problems.
Why do automated workflows significantly reduce labor and time across inventory processes?
Where the ROI Actually Shows Up
This is where operators feel it. Teams spend hours every day on data collection:
• Inventory counts
• Plant/package moves
• Plant destructions
• Package adjustments, splits, and merges
• Transfer manifest validation
• Finished goods audits
All manual capture. All repetitive. All expensive.
Outlaw compresses those workflows from hours into minutes. Instead of multiple employees walking rooms, scanning barcodes one by one, writing things down, and reconciling later, a single user can scan entire rooms in seconds and see discrepancies immediately.
Less time spent counting. Fewer people required. Fewer errors to fix later. And more time spent running the business.
Cultivation: From Hours of Work to Minutes
Plant counts, moves, destructions, and harvest are some of the most time-consuming tasks in cultivation. With Desperado, entire rooms can be scanned in seconds. A Missouri operator used the Desperado handheld to count 30,000 plants in under 25 minutes. That is not an incremental improvement. That is a different operating model.
-
The beauty of what we enable is that what you’re self-reporting on the compliance side matches reality, while doing so with the least amount of labor.
Harvest is another major bottleneck. Traditional workflows require multiple employees calling out weights, recording data, and manually entering it into Metrc. With OG Harvest, plants are placed on a connected scale, weights are captured automatically, and RFID tags are scanned in seconds. Operators regularly report 70 to 80 percent reductions in harvest time. Fewer people. Less time. Better data.
In what way does integrated RFID technology support scalability across cannabis operations?
Processing: Eliminate Manual Package Workflows
Processing is where inventory complexity rapidly increases. Packages can be scanned in seconds, counts are verified in real time, and discrepancies are identified immediately instead of being discovered later during reconciliation.
Distribution: Validate Shipments Before They Become Problems
For distributors and transporters, transfer manifests are a constant source of risk. Teams spend hours checking that every package is present before a shipment leaves, only to repeat that process again upon arrival. What used to require manual checking and rechecking can now be completed in seconds, with a much higher level of confidence.Retail: Turn Inventory Labor into Revenue
In dispensaries, inventory counts are one of the largest hidden labor costs. Products look identical. Staff double-scan items. Counts take hours. Errors still happen. Outlaw solves this with item-level identification using Retail ID QR codes or Outlaw-provided RFID tags, making every product uniquely identifiable.
In one multi-state deployment across 15 dispensaries, a retailer reassigned employees dedicated to inventory counts into customer-facing roles. That is not just efficiency. That is recovered revenue.
Built for Cannabis. Designed to Scale.
Outlaw was built specifically for cannabis operations, not adapted from another industry. The workflows reflect how audits, harvests, and inventory checks happen across cultivation, processing, transport, and retail environments.
The platform is built to keep up with regulatory changes. Reporting requirements vary by state and continue to evolve. Outlaw’s architecture allows updates to be deployed centrally so operators stay compliant without disruption.
“Our goal is to make the technology simple and intuitive for anyone to use out of the box,” says Eagleson.
As Compliance Tightens, Efficiency Becomes Critical
Cannabis is one of the most tightly regulated industries in the country, and that pressure is increasing. New initiatives such as Metrc’s Retail ID are pushing toward deeper traceability by linking individual retail units more closely to package-level compliance records. As these requirements expand, operators need systems that support accurate data capture without adding administrative burden or labor.
Outlaw Technology’s approach to RFID-driven, handheld-based inventory automation has earned industry recognition, including being named Handheld-Based RFID Seed-to-Sale Software of the Year 2026.
By replacing manual processes with automated data capture and real-time verification, operators can scale their business without scaling their headcount.
Simply put, Outlaw saves time, money, and labor.
Advancing Accountability in Handheld RFID Seed-to-Sale Systems
Cannabis operators work within one of the most tightly monitored commercial environments in the U.S. State-mandated seed-to-sale tracking systems require licensees to reconcile physical inventory with digital records at every stage, from cultivation to retail. Discrepancies are not administrative inconveniences; they trigger audits, financial penalties and reputational damage. Manual inventory practices remain common across cultivation rooms and dispensary vaults, where staff rely on printed reports, spreadsheets and handwritten counts. The result is predictable: human error, delayed reconciliations and labor costs that compound over time.
Executives evaluating handheld RFID-based seed-to-sale platforms must focus on how effectively a system connects physical product movement to state reporting databases. Inventory systems that merely reflect what a compliance platform “thinks” is in stock fail to close the accountability loop. True control begins at the moment a plant is weighed, a package is counted or a retail item is scanned. A viable solution should allow staff to load state-reported inventory onto a handheld device, conduct real-time counts and reconcile discrepancies immediately against the system of record. Without that physical validation step, data integrity remains theoretical.
Efficiency cannot come at the expense of compliance alignment. Cannabis businesses operate across multiple jurisdictions, each with nuanced reporting rules and evolving regulatory bulletins. A credible platform must integrate directly with dominant state tracking systems and remain synchronized with any change. Automated alerts when data shifts at the state level, continuous reconciliation and cloud-based updates across all client locations are essential. Fragmented or retrofitted software architectures often struggle to adapt quickly to state-driven adjustments, placing licensees at risk.
Ease of use is equally material. Inventory counting, harvest logging and cycle checks are repetitive tasks performed by frontline employees. A system that requires complex navigation or extensive training will not achieve consistent adoption. Intuitive interfaces, minimal screen transitions and rapid onboarding reduce dependency on specialized staff and protect against turnover risk. When training can be completed quickly and remote support is built into deployment, organizations gain scale without expanding back-office headcount.
The labor equation deserves attention. In cultivation, harvest activities often involve multiple employees recording weights and plant tags manually, extending processes across entire workdays. In retail, dedicated inventory managers spend hours reconciling vault stock with point-of-sale and state databases. Handheld RFID systems that integrate directly with scales and tag readers compress these workflows into streamlined sequences, reducing time spent per task and allowing personnel to shift toward revenue-generating or customer-facing roles. Labor optimization in cannabis is not optional; margins remain sensitive to payroll intensity.
Outlaw Technology represents a disciplined application of these principles. It integrates directly with state tracking systems such as Metrc through certified access, mirrors licensee-reported data onto handheld devices and enables physical validation through RFID scanning and scale integration. Its harvest solution captures plant tags and weights in rapid succession, materially reducing manual input. On the retail side, its handheld platform reconciles point-of-sale data with compliance records, helping multi-site operators reduce dedicated inventory staffing. The company builds and maintains its own codebase, allowing it to respond quickly to state-level rule changes and to tailor functionality across jurisdictions. For executives prioritizing data accuracy, regulatory alignment and labor efficiency within a single handheld framework, it stands out as a considered choice.
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