The operator graph that turns cannabis into a B2B pipeline.
Budpilot is the licensed-operator intelligence layer for the global cannabis-ancillary market. Verified license data, live hiring signals, and buyer-intent leads — so recruiters and vendors reach the right operator at the right moment.
- 12,400+
- Verified operator licenses
- 38
- Markets mapped & normalized
- 94%
- Median entity-match confidence
Posted 4 new cultivation roles & expanded facility footprint — high buyer intent for equipment & packaging.
Built for ancillary teams that sell into cannabis
One graph. Every ancillary go-to-market.
Recruiters, vendors, and publishers all work from the same verified operator data — so the moment an operator moves, the right seller already knows.
Verified license registry
Every operator is reconciled against public license registries and first-party verification — not blog posts. Records carry a freshness score so you never chase a dead license.
Live hiring signals
We detect when operators post roles, expand facilities, or raise capital — the exact moments an ancillary seller wants to reach out. Signals refresh daily.
Job-listing marketplace
Recruiters and operators post roles into a category-native board that reaches candidates other job sites can't legally serve. Listings start at the $79/mo account tier.
Buyer-intent leads
Subscribe to targeted operator leads filtered by license type, region, headcount, and buying signal — routed to the segment your product actually sells into.
Entity resolution
DBAs, holding companies, and multi-state operators are de-duplicated into one canonical record, so a lead means the same thing everywhere in your CRM.
Global ancillary taxonomy
License classes are mapped across U.S. states, Canada, the EU, and APAC — a normalized schema built for a global cannabis-ancillary buyer base.
From scraped content to a dataset competitors can't copy.
Content sites get commoditized by algorithm updates and AI saturation. Budpilot is built the other way around: a proprietary, continuously-reconciled operator database that compounds as operators verify themselves.
- Sourced from public registries + first-party operator verification — not blog scraping.
- Entity-resolved into one canonical record per operator across every market.
- Freshness- and intent-scored, so every record is sales-ready the day you pull it.
- Gets more defensible over time as operators claim and enrich their own profiles.
Public license registries
State, provincial, and national registries ingested and version-tracked.
First-party verification
Operators claim and confirm their record, adding depth scraping never could.
Entity resolution
Fuzzy-matched, de-duplicated, and linked into a single operator graph.
Freshness & intent scoring
Every record is scored for recency and buying signal before it reaches you.
See the operator graph think.
Generate a real, buyer-ready market brief in seconds. Pick a market and segment — Budpilot drafts the sizing, hiring signals, lead angles, and compliance risks.
Operator Intelligence Brief
Pick a market and a segment. Budpilot's model drafts a buyer-ready brief from the operator graph — the same engine that scores your leads.
Your generated operator brief will appear here — market sizing, live hiring signals, lead angles, and the compliance risks that gate the deal.
The gaps the incumbents leave open.
Vangst owns staffing. Leafly owns consumer content. Cannabiz Media owns a contact list. Budpilot is the connective tissue — one operator graph that does the job of all three for B2B sellers.
| Capability | Budpilot | Vangst | Leafly | Cannabiz Media |
|---|---|---|---|---|
| Verified, reconciled license database | ||||
| Live operator hiring & expansion signals | ||||
| Buyer-intent leads for ancillary vendors | ||||
| Job listings + leads in one account | ||||
| Global ancillary taxonomy (US/CA/EU/APAC) | ||||
| Affiliate-attributed revenue tracking | ||||
| Unified operator graph, not a silo |
Native Partial Not offeredIllustrative comparison for positioning.
A revenue model that compounds with the data.
Paying B2B accounts start at $79/mo and layer job listings, lead subscriptions, and affiliate-attributed revenue — a blended monthly figure per account, normalized for a global ancillary buyer base.
Entry price per paying B2B account, per month
Revenue lines per account: listings · leads · affiliate
Paying accounts, Year 1 to Year 3 target
Ancillary buyer base, normalized across markets
Paying accounts trajectory
IllustrativeTargets shown for illustration only — actual results depend on market conditions.
What ancillary teams tell us.
Sample testimonials shown for illustration during early access.
“We stopped guessing which operators were hiring. Budpilot flags expansion the week it happens — our packaging reps now walk in already knowing the account.”
“The reconciled license data is the part nobody else has. One record per operator, scored for freshness. It cut our list-cleaning time to almost nothing.”
“As a lender to the ancillary space, the global taxonomy matters. A lead in Ontario means the same thing as a lead in California. That is rare.”
Start at $79/mo. Grow into the graph.
Every paying account gets verified data, job listings, and leads. Subscribe now to skip the waitlist — billing is handled securely and you can cancel anytime.
Operator
For recruiters & vendors starting to work the market.
- Full verified license registry access
- 1 job listing slot, always live
- Buyer-intent leads for 1 segment
- Daily hiring signals
- Affiliate attribution dashboard
Scale
For teams running outbound across multiple segments.
- Everything in Operator
- 5 job listing slots
- Buyer-intent leads for all segments
- Multi-market taxonomy + exports
- Priority signal refresh
Enterprise
For data teams that need the graph in their own stack.
- Everything in Scale
- API + bulk data delivery
- Custom taxonomies & SLAs
- Dedicated data engineer
- Volume licensing
Prices in USD. Subscriptions are processed securely — Budpilot never stores your card details.
Questions, answered.
Those tools each own one slice — Leafly is consumer strain content, Vangst is staffing, Cannabiz Media is a licensing contact list. Budpilot unifies verified license data, live hiring signals, and buyer intent into a single operator graph, then lets any B2B seller act on it. We compete on the connective tissue between those silos, not any one of them.
No. Budpilot is built on a proprietary, continuously-reconciled operator database sourced from public license registries, verified operator submissions, and first-party hiring signals. Every record is de-duplicated, entity-resolved, and freshness-scored. That reconciliation layer — not scraped articles — is the moat, and it compounds as operators self-verify.
Ancillary businesses that sell into cannabis: recruiters posting job listings, and vendors (packaging, tech, banking, legal, insurance) subscribing to targeted operator leads. Paid B2B accounts start at $79/mo and can layer job listings, lead subscriptions, and affiliate-attributed revenue on top.
Budpilot is a B2B data and SaaS product, not a consumer cannabis marketplace — so we sit outside most plant-touching ad and banking limits. Billing runs through a compliant processor, and we never handle inventory, THC products, or consumer transactions. That's deliberate: the ancillary layer is where the durable, bankable revenue lives.
We're normalized for a global cannabis-ancillary buyer base — U.S. state markets, Canada, and select EU and APAC jurisdictions — with license taxonomies mapped per region so a lead in Germany means the same thing as a lead in California.
Early-access accounts are onboarded in weekly cohorts by region and segment. Join the waitlist and we'll route you to the dataset that matches your buyer, or start a subscription now to skip the queue.
Get the operator dataset for your buyer.
Join the waitlist and we'll route you to the market and segment you sell into. Early-access accounts onboard in weekly cohorts.
- Verified operator data, ready for your CRM
- Live hiring & expansion signals
- Segment-matched buyer-intent leads