Headset vs BDSA is a choice between two ways of buying cannabis sales data. Headset fits dispensaries that want free reporting from their own point of sale and brands that want live sell-through from connected stores, and it says it serves 50 legal markets in the US and Canada. BDSA fits brands, investors and multi-state operators that want sales tracking packaged with consumer research and forecasts covering more than 40 countries.
This comparison covers how each company collects data, what it measures versus models, how it prices, and what it says about retailer data, plus where Emerald Intel, a different kind of data vendor, fits. Facts are as each company states them on its own site, or as reported in press and government records, as of October 2026. For the wider category, see our cannabis data, analytics and market intelligence buyer's guide.
| Headset | BDSA | |
|---|---|---|
| Built for | Dispensaries (free tool), brands, distributors, analysts | Brands, dispensaries, investors, CPG, hemp and other companies |
| Core data source | Receipt-level data from participating stores' POS systems | Direct POS feeds from "thousands of retail locations" plus unnamed sources |
| How market totals are built | Forecasting algorithm estimates daily statewide sales from an anonymized sample | AI and machine learning models project each market |
| Retail panel claim | 3,500+ connected retailers in the US and Canada | Not stated beyond "thousands" |
| Coverage claim | Serves 50 legal markets; markets page lists 20 | 15 US sales tracking markets (June 2024); forecasts for 40+ countries |
| Refresh | Insights "daily-refreshed" | Sales tracking daily, next-day data; forecasts quarterly |
| Pricing | Not published. Retailer tool free; Insights priced by markets and categories; Bridge by connected locations | Not published. Demo request; subscription tiers |
| Delivery and AI | Web app, Snowflake (Vault), Excel Connect, Ask Insights, MCP connector | GreenEdge platform, exports, Ask Your Data, MCP connector |
| Ownership note | Venture-backed, Seattle; $29.4M raised per GeekWire | BDS Analytics, Inc., Louisville, Colo.; no parent named |
| Our directory profile | Headset profile | BDSA profile |
Headset is a Seattle company founded in 2015 by Cy Scott, Scott Vickers and Brian Wansolich, who earlier co-founded Leafly, according to its about page. Its FAQ says it collects "receipt level data from participating retail cannabis stores" through direct integrations with their point-of-sale systems, and the company says it has direct connections to more than 3,500 retailers in the US and Canada. It claims more than 30 POS integrations; its partners page names 19, including Dutchie, Flowhub, Treez, Cova, BLAZE, Meadow and POSaBIT.
The product line splits by buyer. Headset Retailer is free for dispensaries, with Retailer Premium and add-ons such as Competitive Intelligence arranged through its team, with no published prices. Bridge gives brands sell-through and inventory data from connected retail partners, and Bridge Nexus adds drafted purchase orders that push into the brand's ERP, with a direct Distru integration. Insights is the market product: category size, brand share, pricing and demand. Headset says it serves 50 legal markets (24 US adult-use, 16 US medical and 10 Canadian), while its markets page lists 20 and its August 2026 Colorado report examined sales from 15 US Insights markets, so ask which markets have a full Insights read. Data can be delivered through Vault, which uses Snowflake Secure Data Sharing, and an MCP connector that Headset says works with Claude, ChatGPT, Microsoft Copilot, Gemini and Cursor.
Prices are not published. Headset says Insights pricing depends on the markets and categories you buy, and Bridge pricing on the number of connected retail locations.
Headset closed a $12.1 million Series A in January 2019 led by Poseidon Asset Management and AFI Capital Partners, then a $3.2 million bridge round in 2020 and an $8.6 million round in November 2021 led by Althea, about $5.6 million of which came from converted notes. GeekWire puts total funding at $29.4 million. On August 31, 2026, the U.S. Attorney's Office for the Western District of Washington announced that Headset Inc. agreed to pay $1,012,876 to resolve allegations that it improperly received a Paycheck Protection Program loan in 2021. The release says a whistleblower lawsuit under the False Claims Act alleged Headset was ineligible for the loan due to its work in the marijuana industry, and that Headset does not admit wrongdoing. See Headset's profile in our software directory for its listed POS integrations.
BDSA is the short name of BDS Analytics, Inc., which its privacy policy lists at an address in Louisville, Colorado. It sells retail sales tracking, dispensary menu analytics, consumer research, market forecasts and professional services to cannabis brands, dispensaries and investors, and to CPG, wellness, tobacco, beverage alcohol and hemp companies.
In a June 2024 post, BDSA said its retail panel is "powered by direct point-of-sale feeds from thousands of retail locations" and that it uses AI and machine learning to model and project each market, adding data sources it does not name. Since July 2024 the Retail Sales Tracking data has been published daily, with next-day availability. A June 2024 announcement said sales tracking covered 15 US markets; we did not find a current market count on its site as of October 2026. Data is delivered in the GreenEdge platform, can be cut by state, city or custom territory, and is coded to five levels of product categories with attributes such as cannabinoid milligrams, pack size and flavor.
Sales Enablement covers dispensary menus: stock-outs, pricing, availability and velocity, with daily stock-out alerts. Forecasts are five-year rolling models for more than 40 countries, every US state and territory, and each Canadian province and territory, updated quarterly. Ask Your Data answers plain-language questions, and BDSA says its MCP is available for Claude, ChatGPT, Gemini and Copilot.
Pricing is by demo request; its site mentions subscription tiers and, for its Market Scorecards delivered in Excel, says clients "only pay for the data that they need." On ownership, BDSA's site and privacy policy name no parent company, and we found no announced sale as of October 2026. Its 2023 arrangement with Management Science Associates is described by MSA and BDSA as a strategic alliance. See BDSA's profile in our software directory for its full product list.
Emerald Intel appears next to Headset and BDSA in data vendor searches, but it does a different job. Our directory profile, compiled from Emerald Intel's own pages in October 2026, describes a database of cannabis and hemp company profiles, contacts and license records (type, status, number and expiration). The profile says sales teams use it for prospecting and financial institutions use it for due diligence on license status, ownership and enforcement history. It is not a sales panel: the products described are company, contact and license records, not sales estimates.
Emerald Intel also acquired Cannabiz Media, which announced the deal on October 23, 2025 without disclosing terms. The announcement says the two will operate as one company and combine their company, contact and license data; it does not say what happens to existing Cannabiz Media subscriptions or whether the Cannabiz Media product name will continue. If your team held a Cannabiz Media subscription, ask Emerald Intel how that account, its saved lists and any CRM sync carry over.
A brand might use Headset or BDSA to decide which stores to target and Emerald Intel to find the buyer and confirm the license is active. See Emerald Intel's profile in our software directory for its CRM integrations.
Both companies start with POS transactions from stores that share data, then project the rest of the market. Headset says an anonymized sample feeds a forecasting algorithm that estimates daily statewide sales, that government-reported data informs its algorithms, and that it will not release a read on a market until coverage supports a statistically significant prediction, which it puts at roughly 15 to 30 percent penetration. BDSA says it models and projects each market from its panel plus other sources. Neither publishes per-state store counts on the pages we reviewed. A brand share figure from either tool is an estimate, and two vendors can disagree on the same month.
Check vendor totals against state data. Colorado's Department of Revenue publishes monthly marijuana sales reports, and the Massachusetts Cannabis Control Commission publishes daily and weekly sales datasets in its open data catalog. Read each state's notes on what the figures include before comparing.
Headset's free Retailer tool runs on the same POS connection that feeds its market data. Its FAQ says only the retailer and Headset analysts can access raw retailer data, that store-level attributes are removed, and that an anonymized sample feeds Insights. Its Retailer page says "nothing is shared with any brand unless you say so," and that each brand connection is a separate approval. Headset also says its demographic and behavioral data comes from loyalty programs at participating retailers, so check your loyalty terms and privacy notice (see our California privacy guide for cannabis ecommerce). BDSA's privacy policy says it may use and disclose aggregated, anonymized or de-identified information collected through its platform for any lawful purpose; its public pages do not describe how panel retailers' data is handled, so ask for the data agreement.
Headset describes Insights as daily-refreshed and cites 11 years of point-of-sale history. BDSA publishes sales tracking daily with next-day data and updates forecasts quarterly. Headset reports nine product categories, each split into segments, and says its pricing data is pre-tax. BDSA codes products to five category levels and reports prices before and after discounts. Map both taxonomies to your own SKU categories before comparing share figures, and confirm BDSA's tax treatment, which its pages do not state.
Neither company describes its product as a state traceability reporting tool on the pages we reviewed. Metrc is the system of record in most regulated states, and that record is what regulators audit. If you use Headset Retailer dashboards in month-end review, reconcile against your POS and state system first (see our Metrc reconciliation controls guide).
Headset states it is SOC 2 Type I certified; BDSA's pages we reviewed do not mention a SOC 2 report. The allegations resolved by Headset's August 2026 settlement concerned whether a company doing data analysis for marijuana companies was eligible for an SBA-backed PPP loan, and Headset does not admit wrongdoing, according to the U.S. Attorney's Office. Risk and procurement teams may ask about it during vendor review. Ask both vendors who owns derived datasets and what you keep when a contract ends.
Neither is better for every buyer. Headset fits dispensaries that want free POS reporting and brands that want sell-through from connected stores; BDSA fits buyers who want sales tracking bundled with consumer research and forecasts covering more than 40 countries. Compare panel coverage in your own states before deciding.
Neither publishes prices as of October 2026. Headset Retailer is free for dispensaries, Headset prices Insights by markets and categories and Bridge by connected retail locations, and BDSA sells by demo request and subscription tier.
Headset says it integrates with more than 30 cannabis POS systems. Its partners page names 19 as of October 2026, including Dutchie's LeafLogix and Greenbits, Flowhub, Treez, Cova, BLAZE, Meadow, POSaBIT, Sweed, Jane POS and BioTrackTHC.
Headset says raw retailer data is accessible only to the retailer and Headset analysts, store-level attributes are removed, and an anonymized sample feeds its Insights market estimates. It says nothing is shared with a brand unless the retailer approves that brand's connection.
Neither describes its product as a state traceability reporting tool on the pages we reviewed. Headset lists Metrc among its partners without describing the relationship and says government-reported data informs its algorithms. Your state system remains the compliance record.
BDSA's privacy policy names BDS Analytics, Inc., with a Louisville, Colorado address, and names no parent company. We found no announced sale as of October 2026, and its 2023 arrangement with Management Science Associates is described by both companies as a strategic alliance.
Cannabiz Media announced on October 23, 2025 that Emerald Intel had acquired it, without disclosing terms. Former Cannabiz Media customers should ask Emerald Intel how their accounts and data carry over.
We do not rate or rank vendors. Facts are as each company states them as of October 2026, and no vendor reviewed this article before publication. This is regulatory journalism, not legal advice. Confirm details with each vendor and your counsel.