Forecast Demand with Real-World Context, So You Can Act Early.

Transform your forecasts with the only real-world intelligence layer. Avoid missed revenue, overstaffing, and operational inefficiency.

The Missing Piece to your Model

We provide forecast ready features tailored to help your models make sense of their demand fluctuations

  • PRODUCTION-READY

    PRODUCTION-READY

    Features API lets you deploy forecast-ready features directly into your models within a matter of minutes.

  • PLATFORM-AGNOSTIC

    PLATFORM-AGNOSTIC

    Integrate our intelligent event features across any forecasting models or platforms.

  • PROVEN AT SCALE

    PROVEN AT SCALE

    Achieve a minimum of 10% improvement in forecast accuracy within 30 days.

The Challenge

Traditional Forecasting Falls Short

Most forecasting models rely on internal data and historical patterns. But today’s demand is volatile, driven by thousands of real-world events, many untracked and unpredictable. Without external context, forecasts miss the true causes of spikes and slumps. This exposes businesses to missed revenue, unnecessary costs, and operational risk.

Our Solution

Make Demand Forecasting Adaptive to Real-World Change

Integrate verified real-world context directly into your demand forecasting models. By combining internal and external signals, you unlock forecasts that are more accurate, explainable, and responsive. This approach requires:

  • Comprehensive, enriched real-world event data

  • ML-ready features engineered for forecasting

  • Automated analysis for relevance and impact, isolating what matters most for each location

  • Seamless integration with existing AI, ML, and analytics workflows

01

Discover

Gain context and explainability from the external factors causing demand volatility.

02

Train

Faster and easier development of ML models with relevant, accurate data.

03

Improve

Reduce MAPE and improve forecasting accuracy.

01

Unlock the external factors causing demand volatility

Accurate demand forecasting requires external data, machine learning, and feature prioritization. PredictHQ Events captures and verifies millions of impactful events across 19 categories, from sports and concerts to severe weather and local disruptions around the globe. Each event is enriched with proprietary features like predicted attendance, impact rankings, and precise location detail, providing explainability for every demand shift.

Use Beam, our patented relevancy engine, to pinpoint which events have historically moved your demand at each location. With Events and Beam, your teams can understand which events impact the demand of your specific business, cutting through noise and uncertainty.

02

Accelerate AI-enabled demand forecasting

PredictHQ Features delivers 100+ prebuild, ML-ready features to accelerate context-aware forecasting. Engineered features, all built upon the only reliable real-world events layer, can quickly drop external context into your own models.

Integrate via API with any forecasting tool to enhance model training and accuracy. Move quickly, adapt continuously, and explain your forecasts. Our APIs are especially powerful in quantitative methods such as:

  • Time series models
  • Regression analysis models
  • Machine learning models
  • Deep learning models
  • Causal models

curl -X GET "https://api.predicthq.com/v1/events/?q=Coachella&category=festivals&rank.gte80&country=US"
  -H "Accept: application/json"
  -H "Authorization: Bearer $ACCESS_TOKEN"
03

Improve forecast accuracy and reduce error rates

Greater demand context leads directly to more accurate demand forecasts. PredictHQ’s Forecasts applies real-world context and engineered features to deliver automated, event-aware demand forecasts. Quantify the impact of upcoming events and reduce error rates like MAPE.

By generating forecasts built upon real-world data, intelligence, and advanced relevancy analysis, you unlock new levels of accuracy and agility across staffing, inventory, and pricing strategies.

For example, food delivery company Favor achieved a 5 to 6% improvement in MAPE by incorporating features based on PredictHQ. The biggest improvements were seen in smaller markets where events drive greater volatility.

Identify the most impactful events for your business

Level up your forecasts with Beam

Beam runs feature importance tests, time series decomposition, and many more, on top of your data - to identify and help you leverage your most impactful demand drivers.

Beam can automatically generate a unique feature recipe for each location or a group of locations.

  • Get actionable insights
  • Understand feature importance
  • See potential revenue uplift

Customer Stories

Real-world intelligence gets results

Our customers include leading companies across retail, transport, accommodation and financial service sectors. They use our intelligent event data for labor optimization, demand forecasting, dynamic pricing, supply chain optimization and more.

Don't underestimate how much effort it takes to work with event data... Being able to rely on a company whose sole purpose is to remove the ambiguity of event data has been game-changing for us.
Read Legion’s Story

Over $5 Trillion of Demand Processed

We know which events will impact your business. Fact.

PredictHQ is the only platform in the world that uncovers the impact that real-world events have on business, at scale. Shaping the next generation of real-world AI/ML models, and unlocking Billions in potential upside.

  • $5.2 Trillion
    of demand data correlated to
  • 105 Million
    events via
  • 1.19 Billion
    predictions, across
  • 0
    countries, territories, and special areas, unlocking
  • $150 Billion
    in potential ROI

How else can I use PredictHQ?

Explore all use cases

Get Started

Contact our data science experts to find out the best solutions for your business. We'll get back to you within 1 business day.

Talk to an Expert