Analysis
Agentic Commerce for the AI Era of Retail
NIQ is building the intelligence infrastructure that agentic commerce depends on – powering AI-driven product discovery, decisioning, and purchasing with trusted data, objective measurement, and real-world validation.
AI is becoming the operating layer of global commerce
NIQ ensures that the intelligence behind these systems is accurate, complete, and grounded in real-world behavior – reflecting how consumers buy, what products are available, and how markets operate.
Across the industry, however, the data and measurement required to support this shift remains incomplete. Product data is inconsistent, real-world purchasing behavior is fragmented, availability signals are unreliable, and measurement lacks objectivity. These gaps limit the accuracy, trust, and scalability of AI-driven commerce – and can determine whether products are represented, recommended, or overlooked entirely.
Introducing the NIQ Commerce Lab
The NIQ Commerce Lab will advance a core pillar of NIQ’s AI strategy: Commerce Intelligence.
Commerce Intelligence is NIQ’s approach to bringing together the full range of signals that shape the market – product, consumer, and retailer data – into a unified system that can understand complex dynamics and power AI-driven decisions that were previously out of reach.
Together, these capabilities are designed to form the intelligence layer that allows AI systems to move from approximation to precision.
Through the Commerce Lab, NIQ will be addressing six interconnected opportunities required to make Commerce Intelligence real at scale, including:
- Preference Intelligence: understanding what consumers want
- Product Intelligence: ensuring products are accurately represented
- Availability Intelligence: connecting recommendations to real-world inventory
- Purchase Verification: validating what was actually bought
- Channel Measurement: establishing objective performance and ROI
- Optimization Intelligence: enabling continuous improvement
NIQ Launches Commerce Lab
AI is becoming the operating layer of global commerce. Commerce Lab delivers the intelligence behind it.
The NIQ Advantage
No other company has the data infrastructure, retailer relationships, and neutrality required to build Commerce Intelligence at global scale.
Proprietary Data Infrastructure
NIQ operates data pipelines that ingest point-of-sale transactions from thousands of retailers across nearly every country where commerce happens. This is a technology asset that cannot be recreated by any platform, retailer, or new entrant within the relevant time horizon.
Structured Product Knowledge
NIQ’s product catalog represents 220M+ unique product items enriched with 9B+ attributes, generated and maintained by thousands of AI models running continuously. This is the system AI agents need to resolve consumer intent to specific products.
Closed-Loop Measurement Standard
NIQ links behavior across platforms, channels, and retailers to verified purchase outcomes. This is the measurement infrastructure the category requires to function, and no platform with commercial interests in the transaction can credibly provide it.
Neutral Technology Partner
As an independent party with no retail operation, no advertising platform, and no channel conflict, NIQ is the only infrastructure provider participants can trust with the data the market requires.
NIQ and Similarweb Advance Agentic Commerce Measurement for the AI Shopping Era
New solution will connect AI-driven discovery to consumer intent, product content, AI-driven traffic and sales conversion
Enabling the next phase of commerce
As AI beings to influence and execute purchasing decisions, data becomes the foundation of trust.
The NIQ Commerce Lab will serve as the intelligence infrastructure to:
Identify emerging commerce signals and decision drivers
Develop new data and measurement capabilities for commerce
Run pilot programs to understand agentic purchasing behavior
Partner across the AI and commerce ecosystem to accelerate
Establish emerging industry standards for AI commerce
Featured product
Agentic Commerce Tracker
Track the shift from AI-assisted discovery to AI-led purchasing. The Agentic Commerce Tracker reveals how consumers adopt, trust, and delegate decisions to AI helping brands stay competitive as commerce becomes increasingly automated.
Featured insight
How AI in Personalized Shopping Is Transforming the Way Consumers Discover Products
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Frequently asked questions
What is agentic commerce?
Agentic commerce refers to AI-driven systems or agents that can discover products, evaluate options, and make or influence purchasing decisions on behalf of consumers or businesses. This represents a shift from manual search and browsing to automated, intent-driven commerce experiences.
What is Commerce Intelligence?
Commerce Intelligence is NIQ’s new approach to bringing together the full range of signals that shape the market – product, consumer, and retailer data – into a unified system that can understand complex dynamics and power AI-driven decisions that were previously out of reach.
This includes what the industry often refers to as agentic commerce, but extends across quick commerce, social commerce, and other emerging channels – where AI is becoming the common layer shaping how products are discovered, evaluated and purchased.
Why is AI-driven commerce different from traditional e-commerce?
In AI-driven or agentic commerce, AI systems and agents increasingly influence or execute product discovery, selection, and purchasing decisions. This changes how consumers interact with brands and platforms, shifting from search and browsing to automated, intent-driven recommendations and transactions.
What problems is the NIQ Commerce Intelligence Lab solving through the Commerce Intelligence Lab?
NIQ is advancing a set of interconnected intelligence capabilities opportunities that power this shift:
- Preference Intelligence: understanding who consumers are and what they want
- Product Intelligence: ensuring products are represented and discoverable
- Availability Intelligence: connecting recommendations to inventory and fulfillment
- Purchase Verification: validating what was bought across channels
- Channel Measurement: establishing performance and ROI standards
- Optimization Intelligence: enabling continuous improvement across the commerce lifecycle
Why does AI-driven commerce require new measurement standards?
As AI systems begin to influence and execute transactions, traditional digital metrics alone are no longer sufficient. Business-decision makers need objective, third-party measurement to understand performance, validate ROI, and compare results across platforms and channels before shifting meaningful budgets and attention to a new channel. Without this, adoption of AI-driven commerce will be limited.
How does NIQ enable AI-driven commerce?
NIQ enables AI-driven commerce by providing:
- Real-world transaction data
- Deep consumer intelligence linked to demographics and behavior
- Rich product data and attributes for accurate matching to user intent
- Independent, third-party measurement and ROI validation
These capabilities help ensure AI systems operate with accurate, complete, and trusted information.
What makes NIQ different from other data or AI providers?
No other company combines global scale, ground truth transaction data, deep consumer intelligence, and independent measurement. NIQ provides a neutral, trusted view of how commerce actually works, which is critical for powering AI systems and validating performance across the ecosystem.
How will AI-driven commerce impact businesses?
AI-driven commerce is changing the consumer path to purchase in new ways that we don’t fully understand yet. What we do know is that it will change how companies:
- Reach and influence consumers
- Optimize product discovery and assortment
- Measure performance and ROI
- Allocate marketing and media spend
Businesses that adapt to AI-driven decision environments will be better positioned to compete and grow.
What is NIQ’s role in the future of commerce?
NIQ is building the Commerce Intelligence layer that powers AI-driven commerce. Through the Commerce Intelligence Lab and its global data assets, NIQ is helping define how commerce will be measured, optimized, and scaled in an AI-driven world.