clinical_notes Willpower AI Start a Project

Turn messy menu data into market leverage.

Willpower AI builds source-traceable cannabis intelligence systems for operators who need cleaner menu data, sharper market visibility, and practical reports they can actually use.

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OBSERVATION 01

The messy reality

Cannabis operators are surrounded by public data, but most of it is scattered, stale, inconsistent, or trapped across menus, Weedmaps, ecommerce sites, social channels, and competitor pages.

error_outline Menus differ across native ecommerce, Weedmaps, and third-party platforms
visibility_off Product and category visibility changes faster than teams can track manually
monitoring Competitor pricing and assortment shifts are hard to monitor consistently
warning Public menu data is messy, duplicated, missing, or hard to trust

CONFIDENCE

Why trust these reports

Public-Data Sourced

We rely on accessible public records and menu listings to build a ground-truth view of the market as the customer sees it.

Cross-Platform Checks

We triangulate data across Weedmaps, Dutchie, and native ecommerce platforms to identify true visibility gaps.

Note: While our data is high-precision for market analysis, we provide intelligence, not compliance or legal guarantees.

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"Real work, not generic AI gloss."

We don't use AI to hallucinate data. We use precision tools to capture what's actually there, ensuring every report is source-traceable and grounded in reality.

SOLUTION FRAMEWORK

The working system

I collect, clean, compare, and package public cannabis menu and market data into source-traceable reports that help operators see what is actually happening around them.

PORTFOLIO

Example Builds

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Menu visibility audits

Deep dives across native ecommerce, Weedmaps, and public listings to identify discrepancies and synchronization failures.

SOURCE-TRACEABLE DATA
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Competitive Pricing

Real-time assortment and pricing reports that keep you ahead of market shifts.

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Product Tracking

Tracking for key brands, SKUs, or segments with high precision.

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Market Snapshots

Visibility snapshots for specific dispensaries or regional brand footprints.

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Outreach Reports

Data that reveals fixable menu and data gaps for sales teams.

PRIMARY WEDGE OFFER

$149 7-Day Menu Cleanup Sprint

A focused review of your menu visibility, product listing gaps, and cleanup opportunities across all platforms.

Request Sprint

02 BRANDS & MANUFACTURERS

Market Visibility Pilot

Source-traceable, public-data reports mapping your product footprint in targeted regions to support outreach.

03 FOLLOW-THROUGH

Marketing Assets

Campaign assets, menu/product collateral, and reporting dashboards derived from our intelligence.

04 ONGOING

Custom Systems / Retainer Support

Retainer-based assistance for evolving operations, long-term market tracking, and AI-driven data workflows.

DETAILS

Frequently Asked

How are cannabis reports sourced?

We use specialized tools to pull real-time data from public-facing menus (Dutchie, Weedmaps, Leafly, I Heart Jane) and dispensary websites. We then clean and normalize this data to ensure "Product A" is identified correctly across every site.

What access is required from me?

For standard market reports, zero access is required. For the Menu Cleanup Sprint, having "view only" access to your backend POS or ecommerce dashboard can help us identify where the sync is failing, but it's not strictly necessary to provide value.

How does ongoing maintenance work?

Most operators choose a weekly or monthly reporting cadence. We update the data pipelines to reflect new competitors or inventory shifts, delivering updated dashboards or PDFs directly to your inbox.

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Start with the smallest useful version.

Get the $149 Menu Cleanup Sprint today and find the low-hanging fruit in your digital visibility.

Start $149 Sprint