About Us

Cannabis Solutions for the Modern Dispensary

We're a cannabis-native data and analytics consultancy. We help dispensaries — single shops and multi-state operators — turn the data their POS already collects into the decisions that actually grow the business.

Our Story

Built Inside a Dispensary, for Dispensaries

Chapters started inside a real cannabis retail operation. We saw firsthand what most dispensary owners deal with — a POS that exports CSVs nobody reads, vendor reps who guess at what's actually selling, and category-level questions that take a week to answer because the data lives in five places.

Our mission is to make sophisticated retail analytics accessible to the people running shops, not just the MSOs with in-house data teams. Every engagement is a chapter — we help you understand what your store has been doing, what it's doing right now, and where it's heading.

Based in San Francisco, we specialize in cannabis retail: multi-location sales tracking, AI-powered insights, competitive market intelligence, and reporting layers that respect how regulated the industry is. What unites our clients is a commitment to running their dispensary on evidence — not on whoever shouted loudest in the last vendor meeting.

Our Values

What We Stand For

These principles guide every engagement and every recommendation we make.

Integrity First

We tell you what the data says, not what you want to hear. Our recommendations are always grounded in evidence, even when the truth is uncomfortable.

Cost-Efficient Solutions

Cannabis margins are tight. Our AI-optimized systems deliver enterprise-grade insights at a fraction of traditional BI costs — about 90% savings vs. the legacy analytics stacks MSOs build in-house.

Cannabis-Native Expertise

We understand the realities of running a dispensary — squeezed margins, hyper-local competition, fast-moving regulation, and a customer base that's smarter about product than most retail shoppers will ever be. Our work is built for that, not for generic retail.

Our Approach

How We Think About Dispensary Data

Your data should help you run the shop, not give your manager another tab to check at midnight. Our approach is designed to cut through the noise and deliver answers your team can actually act on.

1
Start with shop-floor decisionsEvery engagement begins with the decisions you actually need to make — what to reorder, which budtenders to coach, which categories to push, which promo to repeat — not with a generic dashboard wishlist.
2
Simple beats complexThe best insights are usually the simplest. We resist the urge to over-engineer and focus on the handful of numbers that actually change behavior on the floor.
3
Built for the long runWe don't hand off PDFs and disappear. We build dashboards, automations, and reporting layers that keep generating insights as your dispensary grows, opens new locations, or expands into new states.