Consumers love the idea of track and trace. Operators hate paying for it. A Metrc commissioned study of 3,061 consumers across 33 legal jurisdictions found that QR codes linking to lab results, compliance data, and recalls sharply increase trust in legal cannabis. Meanwhile California operators call the cost and labor of compliance unsustainable. Both things are true, and that is the whole problem.
What did the study actually find?
Cannabis Public Policy Consulting surveyed 3,061 consumers and patients across 33 legal jurisdictions about QR codes that link to lab results, compliance data, licensing info, and recall notices. The numbers are strong: 89% said access to that data increased their confidence in their state’s legal market, 88% said it helps them distinguish regulated from unregulated product, and about 90% said they would be more likely to buy from a licensed source.
Dig into what they value and it gets more specific. 91% valued state confirmation that a product is compliant, 89% valued lab results, and 88% valued recall notifications. CPPC’s Mackenzie Slade and Metrc CEO Michael Johnson both framed it the same way: transparency converts shoppers into believers.
Why do operators say the burden is unsustainable?
Because the trust is free to the consumer and expensive to the producer. Every scan, every package tag, every data entry, every hour of staff time spent feeding the system lands on the operator’s books. In a market where every major category got cheaper year over year, compliance is a fixed cost stacked on shrinking margins.
This is the same squeeze I have been tracking in the cannabis business collection, where operators are already caught between state rules and federal pressure, like why Ohio hemp operators say state rules favor big marijuana.
Who should pay for consumer trust?
Here is the question nobody at Metrc is asking. If consumers value this transparency as much as the study says, would they pay for it? A visible compliance fee, a few cents a package, earmarked for the system that keeps the illicit market honest?
Right now the industry funds a public good and eats the cost. That works when margins are fat. It does not work in California in 2026. Either the cost gets shared with the consumer who benefits, or the state admits the system is a tax on legal operators that the illicit market never pays.
The federal version of this fight is playing out in Rosario Dawson’s battle to save THC drinks, where compliant operators carry the regulatory load while the parallel market skates.
Frequently Asked Questions
- What did the Metrc commissioned study measure? Cannabis Public Policy Consulting surveyed 3,061 consumers and patients across 33 legal jurisdictions on QR codes linking to lab results, compliance data, licensing, and recalls.
- What were the headline numbers? 89% said data access increased confidence in their state’s legal market, 88% said it helps distinguish regulated from unregulated product, and about 90% said they would be more likely to buy licensed.
- Which data points do consumers value most? State confirmation of compliance at 91%, lab results at 89%, and recall notifications at 88%.
- Why do operators object? The cost and labor of track and trace compliance land entirely on operators as a fixed cost, while margins compress across every major category.
- What is the proposed fix? Share the cost with the consumers who benefit, through a visible per package compliance fee, instead of taxing only the legal operators.
Source: IgniteIt on whether Metrc can prove its California compliance burden is worth it