1
Retail & Franchise
Reduce inventory disposal rates and focus on high-selling products using weather management data
Weather Data Economy
Wellbian Labs builds the infrastructure that collects, refines, and financializes weather data, from sensors to settlement. Verified sensor nodes (DePIN) supply the observations, the AI factory refines them into indexes and forecasts, and Weather Market and Weather Fi turn verified indexes into data products, insurance, and settlement. Every contributor is rewarded for verified data, and every product settles on data anyone can check.
WEATHER DATA AI INFRASTRUCTURE
Wellbian Labs Pte. Ltd. (Singapore) is building a global weather data AI infrastructure together with KWeather, a private weather company with 30 years of observation and forecast data that supplies weather data to around 4,000 Korean companies and public institutions through a network of 34,000 high-precision air quality sensors (Air Intelligence), about 10% of which are already registered on the Wellbian network. KWeather makes the devices and operates the official oracle; Wellbian Labs runs the network, the AI factory, and the financial infrastructure on top of it.
Verified Use Cases
Providing weather data that solves pain points in the field, not just raw weather information
2
Local Government & Public Institutions
Ensuring public safety through the operation of a public air quality monitoring platform
3
Energy
Save costs by clearly measuring and managing temperature differences using heating indices and energy demand forecast data
4
Construction
Proactive defense against public complaints and shortened construction periods using weather forecasts by construction phase and localized heavy rain and strong wind forecast data
Wellbian Ecosystems
Wellbian designs weather infrastructure the way a body works. Field sensors are the senses, satellites the eyes, AI the brain that produces forecasts and risk indices, and the ledger the blood vessels that circulate origin, verification, rewards, and settlement. Three layers, four live services: Wellbian collects (DePIN), Wellbian AI refines (AI Infra), and Weather Market and Weather Fi financialize (Finance). The output of each layer is the input of the next, so what reaches the market is settlement-ready data, not a pile of readings.
DePIN
Wellbian - Weather DePIN
Indoor (IAQ) and outdoor (OAQ) sensor nodes measure temperature, humidity, air quality and more, and prove their origin with signatures, hashes and timestamps, creating verifiable data assets. Operators hold license NFTs, every node carries a quality score, and verified contribution is rewarded in fixed quantities of Wellbian (WLBN). Quality, demand and availability decide the reward, not volume.
AI Infra
Wellbian AI - Weather & Energy AI Infra
Raw observations do not sell as they are. The AI factory refines them into indexes, forecasts and agents: ultra-short-term forecasts, risk indices, energy demand and solar generation predictions. A 60-day hyper-local forecast agent is live today; the inference API, industry packages and the AI Factory access pass follow.
Finance
Weather Finance - Weather Market · Weather Fi
Weather Market runs a consensus oracle for 167 cities in 90 countries with a clear verdict: met, not met or withheld. Weather Fi designs and settles products on that index: parametric insurance, prediction markets and index-settled contracts. This is settlement infrastructure for pricing and hedging weather risk, subject to regulatory compliance, not speculation.
Strategic Partners & Backers
We work together with leading global partners to realize the weather data economy, AI & DePIN.
Phased Roadmap
Master Plan for the Growth of the World's Largest Private Weather Data AI Infrastructure Project
Phase1
MVP & Pilot
Done · XRPL mainnet, Aug 2026
- 1.1 Launch observation nodes & gateways
- 1.2 Establish installation standards and operational framework
- 1.3 Provide data anchoring, QC, API/dashboards
Phase2
Reward Enhancement
In progress
- 2.1 Expand high-density coverage in target regions
- 2.2 Open data marketplace (Weather Market beta)
- 2.3 Refine quality score & reputation-based incentives
Phase3
AI Advancement
Wellbian AI · 60-day agent live
- 3.1 Commercialize nowcasting & risk indices
- 3.2 Launch industry packages
- 3.3 Expand satellite & external data synchronization
Phase4
Financialization
Weather Fi · simulator open
- 4.1 Launch prediction markets (limited regions/indicators)
- 4.2 Launch parametric insurance partnerships
- 4.3 Expand index-settled products
Wellbian
FAQ
What is Wellbian Labs?
Wellbian Labs builds the infrastructure that collects, refines and financializes weather data. Sensor nodes (DePIN) supply verified observations, the AI factory refines them into indexes and forecasts, and Weather Market and Weather Fi turn verified indexes into data products, insurance and settlement. The company is Wellbian Labs Pte. Ltd., Singapore, working with KWeather.
What is Wellbian (WLBN)?
Wellbian (WLBN) is a utility token on the XRP Ledger paid in fixed quantities for verified data contribution: 7 per point per day at Phase 1, stepping down by phase. Total supply is 10 billion, of which 5 billion is scheduled to be burned. It carries no equity, dividend or repayment rights, and no price or yield is promised anywhere. The canonical figures are on the tokenomics page.
Where is the collected data used?
Verified observations feed the Weather Market oracle and indexes, Wellbian AI forecasts and risk indices, and industry use cases such as retail, public safety, energy and construction. Weather Fi settles insurance and index products on the same verified data.
Isn't there a risk of data manipulation?
Physical sensors with a quality score, cross-checks against nearby nodes, a consensus oracle that rejects outliers, and on-chain anchoring of origin and verdicts make manipulation expensive and detectable. When the data is not good enough, the verdict is withheld rather than guessed.
How is it different from typical coin mining projects?
Rewards are not tied to arbitrary computation. They are tied to real-world weather observations that pass verification, in fixed quantities per point per day. Rewards are booked to a ledger and withdrawn by claim, and the amount depends on quality, demand and availability, not on how many devices you run.
WLBN and license NFTs confer no equity, dividend, profit-sharing, or repayment rights. Rewards are a utility token distributed by the quality of verified data contribution; quantity, value, and liquidity are not guaranteed. Figures on this site are design and planning assumptions, not forecasts or promises of return.
Blogs
Insight
2026-01-04
Why Wellbian?
"smart climate tech infrastructure city," and is currently building a dense sensor/node/radar/communications network across the island.
2026-01-07
What is Wellbian
real-world data within the XRP ecosystem and establish a global standard model for Weather-to-Finance through weather parametric financial products.