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Built by Chapters. Powered by Dispensary Data.

Every system we build is custom and cannabis-native. Explore the tools, pipelines, and AI we've designed for licensed dispensaries — no off-the-shelf retail SaaS, no one-size-fits-all dashboards.

Data Infrastructure

Automated Data Export Pipeline

POS data flows from the register to your analytics platform — automatically cleaned, normalized, and ready for analysis. No manual exports, no spreadsheet chaos.

  • Brand & vendor name normalization
  • Data health monitoring & gap alerts
  • Multi-POS system support
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AI Learning System

Progressive Learning Model

An autonomous 5-phase intelligence pipeline that reviews your data daily, researches your market, and delivers prioritized insights every morning.

  • 5-phase autonomous pipeline
  • Live web research via search APIs
  • Daily digest generation
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Custom Analytics

Tailored Dashboards

Chapters doesn't sell software — we build it. Every dashboard is designed around your specific business, your KPIs, and the questions only you need answered.

  • Store-specific KPI design
  • Full data lineage — zero black boxes
  • Real-time alerts tuned to your thresholds
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AI Query Engine

Natural Language Query Agent

Ask your data anything in plain English. The query agent routes your question to the right data context — sales, brands, customers, invoices — and returns a sourced answer.

  • Natural language input, no SQL required
  • Multi-dataset context routing
  • Sourced, auditable responses
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Procurement Intelligence

Buyer Intelligence

AI-powered analysis of the cost side of your business — invoice data, vendor relationships, procurement patterns, and reorder recommendations tied to your actual margins.

  • Invoice & vendor cost analysis
  • Cost-to-margin correlation engine
  • Reorder timing recommendations
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Strategic Reporting

Monthly Strategic Analysis

A full SWOT-style strategy report generated automatically each month from your sales, market, and operational data — with forward-looking recommendations and confidence scores.

  • Automated monthly SWOT generation
  • Cross-domain data synthesis
  • Strategic recommendations with confidence scores
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Regulatory Intelligence

Compliance Monitor

Nationwide cannabis legislation database that maps active regulations to real store operations — flagging gaps, tracking rule changes, and keeping dispensaries audit-ready.

  • Nationwide legislation corpus
  • In-store operations gap mapping
  • Change alerts & audit-ready exports
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SEO Automation

SEO Monitor & Management Tool

The work of a full SEO team — automated. Continuous monitoring, AI-generated content edits routed for human approval, and competitor gap analysis at a fraction of agency cost.

  • Automated keyword tracking & ranking
  • AI-generated content edits with approval flow
  • Competitor monitoring & gap analysis
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Market Intelligence

Industry Research Agent

AI models work with stale training data. This tool uses live web search APIs to analyze articles as they publish — everything is fresh, relevant, and happening now.

  • Real-time article analysis via live APIs
  • Industry-specific filtering — signal, not noise
  • Structured output: threats, opportunities, actions
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Marketing Intelligence

Local Event Tracker

Expos, pop-ups, community activations, brand days — cannabis marketing happens in person as much as online. This tool finds every relevant event and scores each opportunity.

  • Multi-source automated event discovery
  • Relevance & opportunity scoring
  • Competitor presence detection
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Marketing Technology

QR Analytics Dashboard

Generate trackable QR codes for menus, promotions, and loyalty programs — then see exactly how customers are scanning: by device, browser, referral source, and campaign.

  • QR code generation for any URL
  • Scan tracking by device, browser & referral
  • Campaign attribution & performance reporting
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Operations Automation

Product Photo Processor

Upload a raw product photo. Get back a clean, website-ready image — background removed, lighting adjusted, watermark applied. Seconds, not hours.

  • Automated background removal & masking
  • Lighting correction & watermark application
  • Batch processing for large catalogs
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See What We Can Build for Your Dispensary

Every dispensary has different data, different questions, and different shop-floor problems. Let's talk about yours.

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