Predict Inventory Needs with Real-World Context

Optimize inventory systems with adaptive, context-rich data. Prevent overstock, avoid stockouts, and drive profitability by powering your existing forecasting and planning systems with verified real-world context.

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Customers Using PredictHQ

Ensuring the right number of drivers and store staff to meet daily demand.
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Meeting customer demands and optimizing route delivery with anticipated disruptions.
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Getting drivers to the right place ahead of time to improve pickup times.
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Using PredictHQ to better understand daily demand across 9600 stores.
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The Challenge

Pinpointing the Right Inventory Levels Remains Elusive

Balancing inventory is a constant battle. Even the most sophisticated operations encounter frequent overstock and out-of-stock situations, caused by demand shifts that standard forecasts cannot predict. Every missed signal results in lost sales, wasted capital, and shrinking margins. When demand drivers change rapidly, historical data and internal systems fall short. Teams are left scrambling to respond across every store and channel.

Our Solution

Make Inventory Systems Adaptive to Real-World Change

The answer is not another platform. The key is making your existing inventory and forecasting systems more context-aware. By embedding verified real-world context into your inventory workflows, you give both teams and models the visibility to anticipate demand shifts before they happen.

Reveal the true drivers of demand at every location, from local events to global disruptions
Deliver ML-ready features, explainable inputs that show why inventory needs will change, with the explainability required for trust and action
Enable automated replenishment and smarter allocation using demand intelligence that legacy data cannot provide

Discover

Uncover which real-world events and factors are truly driving changes in inventory demand.

Predict

Use verified real-world context and location-specific signals to predict demand surges or drops in advance.

Optimize

Adjust inventory strategy, orders, and allocation before disruptions or spikes impact your bottom line.

What is demand intelligence?

Reveal the True Triggers Behind Demand

Uncover which real-world events drive changes in your inventory

Real-world events are dynamic, diverse, and often messy with duplicates and spam. PredictHQ structures and verifies this into a real-world context graph that models can reliably use. Our ML-ready features identify the aggregate event impact of historical events across 19+ event categories and more than 30,000 cities so that businesses can see the relationship between events and their historical demand in minutes.

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Anticipate Demand Surges Before They Happen

With clean, verified real-world context specific to a location, PredictHQ enables your forecasting, pricing and inventory models to anticipate demand surges and drops before they happen. Our machine-ready features power both manual workflows and automated systems, ensuring your teams are prepared for every significant shift. Explore the API documentation to see how easy it is to integrate PredictHQ into your tech stack.

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Take Action with Automated Precision

Turn correlation and prediction into action. PredictHQ empowers you to automate replenishment, reallocate inventory, and fine-tune supply chain decisions with greater confidence, based on forward-looking demand intelligence. Reduce buffer stock, avoid costly overstocks or missed sales, and stay ahead of volatility.

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CurlPython
curl -X POST https://api.predicthq.com/v1/features
        -H "Accept: application/json" 
        -H "Authorization: Bearer $ACCESS_TOKEN"
        -d "location": {
            "place_id": [
                  "5809844"
            ]
      },
      "phq_attendance_sports": True,
      "phq_attendance_conferences": True,
      "phq_attendance_expos": True,
      "active": {
            "gte": "2026-02-01",
            "lte": "2026-02-28"
      }

Give your AI models the real-world context they need at decision time

AI and forecasting models require verified real-world context to operate reliably in production. PredictHQ is trusted by some of the world’s largest enterprises to ground models in spatial, temporal, and economic reality, improving inference quality, explainability, and decision confidence. Organizations use PredictHQ to enhance demand forecasting, workforce optimization, and inventory decisions.

Over $7 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.

$7.2 Trillion
of demand data correlated to
127 Million
events via
1.19 Billion
predictions, across
0
countries, territories, and special areas, unlocking
$150 Billion
in potential ROI

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Customer Stories

Take control of demand volatility at scale

Learn how customers across industries are integrating predictive demand intelligence into their forecasting, workforce optimization, inventory management, marketing, and more.

Customer Stories

Erica Quintana

Manager, Marketplace Operations,

Instacart

Our customers love knowing we have their best interests in mind and are helping them have a worry-free experience before an event-driven disruption comes to their neighborhood!

Read Instacart's Story

How else can I use PredictHQ?

Explore all use cases

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