Unlocking Brand Insights: LLMs and AI Discovery Solutions

Nikita shekhawat
Nikita shekhawat

Marketing Analyst

 
August 25, 2025 3 min read

Spotlight, a startup focused on AI search visibility, reports that brands now need to monitor how large language models (LLMs) discuss them. As AI tools become primary sources for product discovery, understanding LLM outputs is critical for brand management. This shift necessitates a proactive approach to influence which brands are mentioned in AI-generated responses.

Comic: A Brief History of Search

Spotlight's Approach to AI Insights

Spotlight uses AI to provide real-time data on how brands appear in AI searches. The platform was designed entirely by AI agents, allowing for rapid updates in response to changes in AI models. CEO Michael Hermon emphasizes that "we have to immediately change the product to match that," ensuring brands receive timely insights.

For example, the platform scans the web hourly, leveraging APIs for models like ChatGPT and Gemini to gather marketing tips that can enhance visibility in LLM searches. This includes testing new content strategies to validate their effectiveness before rolling them out to all users.

Evertune: Building Brands for AI Discovery

Evertune specializes in optimizing brands for visibility in AI search engines. Their Generative Engine Optimization (GEO) framework is tailored to understand how AI interprets brand presence.

A chart that compares luxury SUV brands based on their AI Brand Score across each Large Language Model (LLM).

Evertune's AI Brand Index quantifies brand visibility by analyzing how often and prominently brands are mentioned across various LLMs. This data-driven approach allows brands to track their performance over time and adjust content strategies accordingly. The platform also offers consumer sentiment analysis, helping brands understand how LLMs describe them, which is crucial for effective brand management.

Lorelight: Monitoring AI Mentions

Lorelight provides tools that allow PR teams to track brand mentions across multiple AI platforms like ChatGPT and Claude. Their system offers insights into sentiment analysis and visibility metrics, enabling brands to react swiftly to negative mentions and leverage positive ones.

With only 22% of marketers tracking AI mentions, tools like Lorelight are essential for brands aiming to maintain a competitive edge in the AI landscape. Their platform supports proactive PR strategies by identifying trending topics that can impact brand perception.

Limy.ai: Positioning Brands as Answers

Limy.ai focuses on making brands the preferred answers in AI searches. Their platform integrates various tools to measure brand visibility and sentiment, allowing marketers to identify opportunities for improvement.

By optimizing for answers rather than keywords, Limy ensures that brands are visible in critical consumer queries, enhancing engagement and driving organic growth. This approach is particularly useful for brands looking to compete effectively in a rapidly evolving digital landscape.

LLM Optimization vs Traditional SEO

LLM Optimization is becoming essential for brands aiming for visibility in AI-generated outputs. Unlike traditional SEO, which focuses on search engine rankings, LLM optimization involves influencing the training data and retrieval systems that LLMs rely on for generating answers.

Brands must ensure they are semantically linked to relevant concepts and included in the datasets used by LLMs. This new approach requires a combination of technical SEO, digital PR, and structured data strategies.

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Nikita shekhawat
Nikita shekhawat

Marketing Analyst

 

Data analyst who identifies the high-opportunity keywords and content gaps that fuel GrackerAI's portal strategy. Transforms search data into actionable insights that drive 10x lead generation growth.

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