Real-World AI Training

Real-World AI Training

Train recommendation, ranking, and semantic models on Consumer Behaviors clickstream data that reflects real journeys, intent, and engagement patterns.

Power Models with Reality

Replace synthetic proxies with behavioral truth so machine learning systems better reflect how people actually search, browse, and buy
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Train on Journeys

Feed complete multi-step paths into AI models.

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Improve Recommendations

Learn product affinities from real browsing combinations.

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Refine Ranking Logic

Model which results users prefer and engage.

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Sharpen Semantics

Teach AI models how ambiguous queries resolve.

Trusted by more than 2,000 of the world’s leading brands

AI Training Features

High-Volume Clickstream

Leverage billions of observed URL-level events from the Consumer Behaviors product to supply robust training for AI recommendation, ranking, and predictive models.

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Vector-Ready Embeddings

Use pre-built vector representations of journeys, sessions, or properties that plug directly into modern vector databases and retrieval augmented generation workflows.

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Strict Privacy Controls

Work with de identified, aggregated behavioral datasets that respect panelist privacy while still capturing the patterns your models need to learn effectively.

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Integration-Friendly Delivery

Receive clickstream data in formats and cadences aligned with existing pipelines so teams can experiment quickly without rebuilding their machine learning infrastructure.

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Unlock the Power of BIScience
Book Your Free Session Now!

Discover how our 30M+ global opt-in panel and AI-driven insights from clickstream, purchase data, and digital ad intelligence deliver unmatched value and keep you ahead of the competition.

What Sets Us Apart

Unified Global Panel

One global panel of 30+ opt-in users that powers different datasets in real time.

Privacy by Design

Transparent consent and strict compliance keep every insight regulatory ready.

Real Consumer Behavior

Organic actions from real users, not synthetic or scraped, for deep coverage.

Trusted by Thousands of Marketing Professionals

Digital Intelligence at Scale

Access one clear view of competitive intelligence across markets, platforms, and devices.

global markets
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opt-in digital devices
0 M
smart TVs panel
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unique signals
0 M
behavioral digital data
0 PB
online journeys
0 M+
domains tracked
0 M
digital touch points
0 B
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