The FirstForecastingPlatform for Solana DePINs

Every DePIN shows you yesterday's data. None show tomorrow's opportunities. Until now.

Launch Demo View Performance Metrics

+32%

22.8%

SMAPE

vs 33.9% baseline

Calibrated

94%

Coverage

prediction intervals

Flexible

1-4d

Horizon

forecast range

Proven

90d

Validated

CA IoT network

Live Demonstration

See Predictive Intelligence in Action

Real-time hex-level forecasting with calibrated uncertainty bounds

atlas.depin.xyzHelium Network • California Region

Live

💡 Click any hex to explore forecasts

Launch Full Demo

📡Real-time DataLive

🎯Forecast Accuracy94%

🔮Prediction Window1–4 Days

THE SOLUTION

IntroducingPredictive Intelligence

The missing forecasting layer for DePIN networks. Turn historical patterns into actionable predictions.

Flexible Forecasts

Query by hex, point coordinates, or area bounds

Governance Simulator

Model HIP impacts before implementation

Open Platform

SDK for any Solana DePIN to add forecasting

Query by H3 hex ID

Requires demo token • Rate limited

Live API

# Request

POST /api/v1/iot/forecast

Authorization: Bearer <token>

Content-Type: application/json

{
  "hex": "8828309769fffff",
  "horizon": 4
}

# Response

{
  "ok": true,
  "meta": {
    "model": "helium-iot-v1",
    "h3_res": 9,
    "elapsed_ms": 62,
    "units": "IOT tokens",
    "request_id": "req_9Yx3k..."
  },
  "predictions": [
    { "date": "2025-08-21", "expected": 0.026, "p5": 0.015, "p95": 0.044 },
    { "date": "2025-08-22", "expected": 0.024, "p5": 0.014, "p95": 0.041 },
    { "date": "2025-08-23", "expected": 0.023, "p5": 0.013, "p95": 0.040 },
    { "date": "2025-08-24", "expected": 0.022, "p5": 0.012, "p95": 0.038 }
  ]
}

Dates are UTC • expected is the median • p5/p95 are calibrated 95% intervals

Query by coordinates + k-ring

Requires demo token • Rate limited

Live API

# Request

POST /api/v1/iot/forecast

Authorization: Bearer <token>

Content-Type: application/json

{
  "lat": 37.7793,
  "lon": -122.4193,
  "res": 9,
  "k": 1,
  "horizon": 4
}

# Response

{
  "ok": true,
  "meta": {
    "model": "helium-iot-v1",
    "h3_res": 9,
    "center_hex": "8828309769fffff",
    "hex_count": 7,
    "elapsed_ms": 68,
    "units": "IOT tokens",
    "request_id": "req_2Qf1p..."
  },
  "predictions": [
    { "date": "2025-08-21", "expected": 0.026, "p5": 0.015, "p95": 0.044 },
    { "date": "2025-08-22", "expected": 0.024, "p5": 0.014, "p95": 0.041 },
    { "date": "2025-08-23", "expected": 0.023, "p5": 0.013, "p95": 0.040 },
    { "date": "2025-08-24", "expected": 0.022, "p5": 0.012, "p95": 0.038 }
  ]
}

Dates are UTC • expected is the median • p5/p95 are calibrated 95% intervals

Query by bounding box (minLon, minLat, maxLon, maxLat)

Requires demo token • Rate limited

Live API

# Request

POST /api/v1/iot/forecast

Authorization: Bearer <token>

Content-Type: application/json

{
  "bbox": [-122.55, 37.70, -122.35, 37.84],
  "res": 9,
  "horizon": 4,
  "aggregate": true
}

# Response

{
  "ok": true,
  "meta": {
    "bbox": [-122.55, 37.70, -122.35, 37.84],
    "hex_count": 284,
    "aggregate": true,
    "elapsed_ms": 142,
    "units": "IOT tokens",
    "request_id": "req_B7a9r..."
  },
  "predictions": [
    { "date": "2025-08-21", "expected_total": 7.384, "expected_per_hex": 0.026, "p5": 4.260, "p95": 12.496 },
    { "date": "2025-08-22", "expected_total": 7.201, "expected_per_hex": 0.025, "p5": 4.050, "p95": 12.110 },
    { "date": "2025-08-23", "expected_total": 6.987, "expected_per_hex": 0.025, "p5": 3.920, "p95": 11.702 },
    { "date": "2025-08-24", "expected_total": 6.812, "expected_per_hex": 0.024, "p5": 3.740, "p95": 11.324 }
  ]
}

# Error Response

{
  "ok": false,
  "error": {
    "code": "INVALID_ARGUMENT",
    "message": "bbox must be [minLon, minLat, maxLon, maxLat]",
    "field": "bbox"
  },
  "request_id": "req_XXXX"
}

Dates are UTC • expected is the median • p5/p95 are calibrated 95% intervals

PROVEN RESULTS

90 Days of Production Validation

California IoT network proof-of-concept demonstrates enterprise-grade accuracy

Forecast AccuracySMAPE ↓

Day 1

22.8%↓32%

Baseline: 33.9%

Day 2

23.1%

Day 3

24.8%

Day 4

28.6%

Prediction Intervals 95% confidence

94%

Calibrated

93%

Calibrated

89%

Good

81%

Expected

All metrics computed on strict time-split validation with no location data leakage

OPEN ARCHITECTURE

Built for the Entire Ecosystem

Open architecture enabling any Solana DePIN to add predictive capabilities

1
Stage
DePIN Networks
Raw network data ingestion
2
Stage
Adapter SDK
Standardized transformation
3
Stage
H3 Schema
Unified geospatial indexing
4
Stage
Forecasting
ML models + calibrated uncertainty
5
Stage
Predictive API & UI
Developer-ready endpoints & components

1
Stage
DePIN Networks
Raw network data ingestion
2
Stage
Adapter SDK
Standardized transformation
3
Stage
H3 Schema
Unified geospatial indexing
4
Stage
Forecasting
ML models + calibrated uncertainty
5
Stage
Predictive API & UI
Developer-ready endpoints & components

@depin-atlas/adapter-sdk

Network Adapters

TypeScript contracts for seamless data translation

Type-safe contracts
Built-in validation
Automated testing

Core Technology

@depin-atlas/forecasting-sdk

ML Pipeline

Production-ready forecasting with uncertainty quantification

Conformal prediction
ONNX optimization
AutoML backbone

@depin-atlas/ui-kit

Components

Beautiful React components for data visualization

Interactive maps
Real-time charts
Custom controls

Ready to Shape theFuture of DePINs?

Experience the first predictive intelligence platform for decentralized infrastructure

Launch Demo View Source Code

Full technical documentation and API specifications available for grant reviewers

The FirstForecastingPlatform for Solana DePINs

See Predictive Intelligence in Action

IntroducingPredictive Intelligence

Flexible Forecasts

Governance Simulator

Open Platform

90 Days of Production Validation

Forecast AccuracySMAPE ↓

Prediction Intervals 95% confidence

Built for the Entire Ecosystem

DePIN Networks

Adapter SDK

H3 Schema

Forecasting

Predictive API & UI

DePIN Networks

Adapter SDK

H3 Schema

Forecasting

Predictive API & UI

Network Adapters

ML Pipeline

Components

Ready to Shape theFuture of DePINs?