Skip to main content
WeatherXM
Data & Forecasts / Surface Observations

Ground truth surface observations, everywhere.

High-frequency meteorological telemetry captured at the ground layer where people live, crops grow, and physical assets operate. Available as raw signed telemetry or enhanced, quality-scored datasets.

Observation Tiers

Raw Telemetry & Enhanced Data Products

WeatherXM offers two tiers of observation data: pure edge-signed raw streams for auditing and cryptographic provenance, and enhanced streams enriched with server-side quality scoring and spatial cross-validation.

Tier 01 Edge Signed

Raw surface observations

Direct, unaltered sensor telemetry delivered with sub-minute latency. Each observation contains raw voltage readings, sensor counters, device timestamps, and cryptographic hardware signatures where supported.

Key Capabilities:

  • ✓ 1-minute native sampling cadence
  • ✓ Cryptographic edge device signatures
  • ✓ Unfiltered physical sensor measurements
  • ✓ Immutable historical data archives
Tier 02 Algorithmic QoD

Enhanced & qualified observations

Telemetry passed through WeatherXM's multi-stage Quality of Data (QoD) pipeline. Observations are filtered for sensor anomalies, validated against neighboring stations, and enriched with microclimate indices.

Key Capabilities:

  • ✓ Algorithmic Quality of Data (QoD) scoring (0.0 to 1.0)
  • ✓ Spatial peer validation and outlier rejection
  • ✓ Derived bioclimatic indices (Dew Point, Heat Index, WBGT)
  • ✓ Gap-filling and quality-flagged time series
Variables

Measured meteorological variables

Every WeatherXM station captures a comprehensive suite of atmospheric parameters at ground level.

Temperature

Ambient Air (°C / °F)

±0.2°C accuracy
Relative Humidity

Humidity (% RH)

±1.8% RH accuracy
Atmospheric Pressure

Barometric (hPa / inHg)

±0.5 hPa absolute
Wind Speed & Gusts

Velocity (m/s / mph)

1-minute peak gust
Wind Direction

Azimuth (0–360°)

16-point resolution
Precipitation

Rain Rate & Total (mm)

0.1 mm tipping bucket
Solar Irradiance

Solar Radiation (W/m²)

Full spectrum pyranometer
Ultraviolet Index

UV Index (0–16+)

UVA & UVB matched
Integration

How to access ground observation telemetry

WeatherXM Pro · Live Geospatial Telemetry Console
1-Minute Telemetry Stream
WeatherXM Pro Live Data Feed Dashboard
REST & WebSocket

WeatherXM Pro API

Enterprise REST endpoints and WebSocket streams for real-time station feeds, historical data exports, and spatial bounding-box queries.

Explore WeatherXM Pro ↗
Machine-to-Machine

Agentic x402 Endpoints

Pay-per-request HTTP 402 micro-payment endpoints designed for autonomous AI agents requiring instantaneous ground-truth weather verification.

View Agent API Specs ↗
Bulk Datasets

Decentralized archive downloads

Global historical observation archives hosted on Akave and decentralized storage for machine learning training and atmospheric research.

Download Datasets (Akave) ↗

Build with WeatherXM Ground Observation Data

Start ingesting live observations, benchmark historical forecasts with FACT, or integrate WeatherXM into your autonomous agent workflows.