fuzzy — cannabis data visibility — seeking design partners
Already monitoring 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.Nobody has a single view. 40% of listings have issues.
Manual entry under pressure
Budtenders type "Grene Crck 420mg flwr 1/4z" into the POS. Misspelled, impossible THC, unparseable weight.
Force-matched or silently created
Systems either match the garbage to a real SKU (polluting data) or invent a new one (phantom inventory).
30+ POS systems, zero standards
Cannabis has no UPCs. Dutchie, Flowhub, Treez, BLAZE, Cova — each with their own format.
500 retailers, 500 naming conventions
Your brand appears differently at every door. Chain reporting fragments. Analytics break.
| product_name | pos_source | brand | thc | weight |
|---|---|---|---|---|
| Grene Crck 420mg flwr 1/4z | Dutchie | Grene | 420mg | 1/4z |
| Blue Dream 3.5g | Flowhub | Pacific Reserve | 24.5% | 3.5g |
| OGK PRE ROL 1g indica | BLAZE | Jngle Boys | 31% | 1g |
| GSC 1/8 flwr hybrid | Treez | Cookies | 28 | 1/8 |
| sour diesel cartridge .5 | Cova | stiiizy | 89.2% | .5 |
| GGGG#4 FlWR 7gm INDC | Dutchie | ??? | 999mg | 7gm |
| Wedding Cake Budder 1g | METRC | West Coast Cure | 78.4% | 1g |
Bad records pollute analytics, menus, and inventory reports. Most systems don't catch them.
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.
Built for your workflow
For brands
Multi-state cannabis brands on Dutchie, Jane, and Weedmaps
- See how your products actually appear at every retail door, across every platform and state
- Track field completeness, missing images, and wrong categories across hundreds of menus
- Quantify revenue at risk from listings with broken data or missing attributes
- One dashboard instead of asking every retailer to pull reports
For retailers & MSOs
Multi-location dispensary chains
- See exactly which products are duplicated across your locations
- Flag entries with impossible attributes like 420mg THC on flower or weights that don't parse
- Get a single consistent catalog that all your stores match against
- Works with your existing POS: Dutchie, Flowhub, Treez, BLAZE, Cova
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
Platforms scanned
Dutchie, Weedmaps, Jane
Updated daily from live dispensary menus
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
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.
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