fuzzy — cannabis data visibility — seeking design partners
Scanning 270,000+ listings across these brands on Dutchie, Weedmaps, and Jane
Tracking field completeness, brand attribution, and revenue impact across 5,000+ retailers in 22 states
Your brand is on thousands of menus.You have no way to see what consumers actually find.
Every retailer lists you differently
"Blue Dream 3.5g Flower" at one store, "Blue Drm FLR 1/8" at the next. Names, weights, categories, and images vary at every door.
Platform gaps are invisible
A product appears on Dutchie at one retailer but is missing from Weedmaps or Jane at the same location. Nobody flags the gap until a rep walks the floor.
Missing images and wrong categories cost you revenue
Consumers filter by category and scroll past listings without images. Miscategorized products never surface in search. You can't fix what you can't see.
No cross-platform view exists
To see how your brand actually appears, you'd need to check Dutchie, Weedmaps, and Jane at every retailer by hand. Across hundreds of doors and three platforms, that's impossible.
| retailer | platform | listing_name | img | weight | category |
|---|---|---|---|---|---|
| Green Leaf CO | Dutchie | Blue Dream 3.5g Flower | ✓ | 3.5g | Flower |
| Green Leaf CO | Weedmaps | Blue Dream Hybrid | ✗ | — | Hybrid |
| Peak Wellness | Dutchie | Blue Drm FLR 1/8 | ✗ | 1/8 | flwr |
| Peak Wellness | Jane | Blue Dream 3.5g | ✓ | 3.5g | Flower |
| Rocky Mountain | Weedmaps | BLUE DREAM FLOWER 3.5 | ✗ | 3.5 | Indica |
| The Dispensary NV | Dutchie | Blue Dream Pacific Reserve | ✓ | 3.5g | Flower |
| Emerald City | Jane | B. Dream PR 1/8oz | ✗ | 1/8oz | Flower |
This is one product at seven retailers. Now multiply across your entire catalog.
How fuzzy works
See
One view of every menu, every platform, every state.
We scan live dispensary menus across Dutchie, Jane, and Weedmaps — one source of truth for how your products appear at retail.
- Brand view — every retailer, platform, state
- Operator view — field completeness + issue rates across your portfolio
- Retailer view — revenue at risk by location
Refreshed on every scan.
Act
Turn visibility into action.
Audit scorecards, cross-platform comparisons, and fix queues — hand off to partners or automate with sign-off.
- Field completeness scorecards — who's missing THC, weight, effects?
- Revenue at risk by retailer, state, issue type
- Export audits, open fix jobs, or automate cleanup
Audits are one output. Visibility is the product.
Cannabis data is uniquely broken.
No universal product codes, no industry standards, and 30+ incompatible POS systems — creating a visibility gap that widens with every new dispensary, platform, and state.
No UPCs
No universal product identifiers. Every dispensary names products however they want.
30+ POS systems
Dutchie, Flowhub, Treez, BLAZE, Cova, and dozens more — all incompatible data formats.
Manual data entry
Budtenders type product info by hand under time pressure. Typos, abbreviations, and guesses everywhere.
Regulatory fragmentation
State-by-state rules, post-acquisition platform consolidation (Dutchie acquired Greenbits + Leaflogix), and no industry-wide data standards.
What your team sees on day one
Connect Radar to your brand or portfolio and get full visibility across Dutchie, Weedmaps, and Jane before the first call ends.
For brands
Multi-state brands selling through hundreds of retail doors
- Every SKU across every retailer, state, and platform in one view instead of retailer-by-retailer spreadsheet pulls
- Which doors are missing your brand name, images, or THC content on Dutchie, Weedmaps, or Jane
- Revenue at risk by state, retailer, and issue type for the number your sales team actually needs
- Platform-level comparison: where Dutchie lists your brand correctly and Weedmaps does not
For retailers & MSOs
Multi-location dispensary chains with 10+ stores
- Field-by-field completeness scores across every location and every platform you list on
- Flagged entries with impossible data: 420mg THC on flower, unparseable weights, duplicate listings
- One canonical catalog so every store matches against the same source of truth
- Works with Dutchie, Flowhub, Treez, BLAZE, Cova, and 20+ other POS systems
Cannabis data is uniquely broken
K+
Dispensaries in the US
Each with their own POS creating their own naming mess
+
Incompatible POS systems
Dutchie, Flowhub, Treez, BLAZE, Cova, and more
3-x
More SKUs than real products
Duplicates, typos, and phantom records in every system
+
Hours/week on manual cleanup
Per location, reconciling data across stores
Built for accuracy, not just speed
%
Matching accuracy
Algorithms combined
layers
Resolution pipeline
%+
Avg ghost rate found
Built on AI and infrastructure you can audit line by line
Anthropic Claude
Frontier LLM reasoning on the hardest matches
Five fuzzy algorithms
Jaro-Winkler, Levenshtein, Trigram, Token Set & Sort
PostgreSQL audit trail
Every decision logged, explainable, reversible
Calibrated confidence
Brier-scored predictions — not a black box
Already scanning the cannabis retail ecosystem
M+
Listings monitored
K+
Retailers tracked
+
States covered
Scanning daily across 3 platforms
Dutchie
E-commerce and POS menus
Weedmaps
Marketplace listings
Jane
Embedded menu listings
Updated daily from live dispensary menus across every active legal market
We audited live dispensary menus
We scanned thousands of products across Dutchie, Weedmaps, Jane, and Verilife. Here's what we found.
Products scanned
Issues found
+
Operators audited
Brands on Radar — issue rates by platform
STIIIZY
32.6%Jeeter
28.3%WYLD
34.7%RYTHM
26.4%Select
22.1%Wana
33.8%What invisible listings cost your brand
Your brand is on thousands of dispensary menus across Dutchie, Jane, and Weedmaps. Without one view across all of them, problems compound silently.
K+
Invisible listings for one brand
across 5,200+ retailers in 22 states
WYLD alone has over 18,000 dispensary menu listings with wrong categories, missing brand attribution, or broken product fields. Shoppers searching by brand never see them.
K+
Products invisible to search
across 4 audited operators
Missing brand names mean shoppers can't find these products. Retailers can't track performance. Your sales team can't prove shelf presence.
%
Average issue rate
across 53,000+ products scanned
Nearly 3 out of 4 product listings have at least one visibility issue: duplicates, ghost records, or missing fields that hide products from dispensary shoppers.
How many of your listings are invisible?
See your brand on Radar30 min, no slide deck. We pull up your listings live.
What you'll see in 30 minutes
- Your listings across Dutchie, Jane, and Weedmaps in one view
- Which retailers are missing your brand from search results
- Estimated revenue at risk from invisible or miscategorized products
- How your shelf presence compares across platforms and states
We're looking for design partners
Fuzzy is early-stage. We're working with multi-state cannabis brands, operators, and retailers to validate cross-platform visibility and build the right product.
- Real problem, real collaboration — not a sales pitch
- Be first to benefit from a purpose-built solution
- Built by engineers who understand the data problem
Free pilot
Full platform access at no cost during the partner period
Direct engineer access
Slack channel with the team building Fuzzy — not a support queue
Custom integrations
We'll build connectors for your POS and data stack first
Shape the roadmap
Your feedback directly drives what we build next
30-min intro — no slide deck, straight to your data · We reply within 1 business day