AI-led Product Discovery

Customers increasingly rely on AI-powered search, assistants, and agents to explore brands and products. These systems don’t just retrieve information - they interpret, summarize, and recommend.If AI models misunderstand your brand, your products may never be considered.NULogic helps enterprises understand and improve how they are represented across large language models, AI agents, and search assistants.

Trusted by
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ally logo
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falabella logo
Eddie bauer logo
Express Logo
Road runner logo
Reebok logo
Pokemon logo
ally logo
Forever 21 logo
Sephora logo
The Good Feet Store logo
falabella logo

See how AI models perceive your brand

Our AI-led visibility layer provides a live view into where your brand appears across major AI models and where it doesn’t. We analyze how often AI systems mention your brand, the sentiment associated with those mentions, and the accuracy of the information being shared.

01

AI Visibility & Mention Share Analysis

Measure how often and where AI models mention your brand for relevant commerce queries.

02

Prompt & Intent Mapping

Identify which customer prompts and intent categories drive AI-led discovery and recommendations.

03

Sentiment-Weighted Brand Presence

Understand not just if your brand appears, but how it is being described by AI systems.

04

Hallucination & Accuracy Detection

Detect outdated, incorrect, or fabricated information before it impacts customer trust.

05

Source Attribution Mapping

Trace where AI models learned about your brand and which sources influence responses.

06

Persona & Geography Simulation

Test how AI responses change based on user personas, roles, and geographic contexts.