Sprinklr has launched LLM Insights within its Sprinklr Insights product. The tool is designed to show brands how they appear in AI-generated answers.
The launch reflects growing concern that generative AI services are becoming a new layer of search and product discovery, changing how consumers encounter brands before they reach a company's own website or channels.
LLM Insights analyses brand visibility, sentiment, recommendations and competitive positioning across queries handled by large language model platforms. It is intended to help companies identify where their brands are mentioned, omitted or described inaccurately in AI responses.
Sprinklr is positioning the product around the idea that AI-driven discovery depends less on conventional search rankings and more on how systems summarise and recommend brands in a single answer. It argues that this creates a risk for companies that are not surfaced consistently or correctly.
How it works
Rather than relying on keyword lists or manually created test prompts, the system generates queries from customer conversations already captured across Sprinklr's platform. Those conversations come from sources including social media, reviews, online communities and customer care interactions.
Sprinklr says this approach is meant to provide a closer picture of the questions people are likely to ask AI services in real situations. The product then uses those prompts to assess how brands are represented across a broad set of AI and search environments, including Claude, ChatGPT, Gemini, Perplexity, Grok, Google AI Overviews, TikTok, Reddit, Quora, Facebook and X.
LLM Insights also connects with content, knowledge and engagement workflows in Sprinklr's platform. That means teams can move from monitoring AI responses to changing content or customer-facing information that may influence how those responses are formed.
The feature is built into the existing Sprinklr Insights environment, allowing customers to activate it quickly without adopting a separate system. It is currently in limited preview.
Early findings
Beta deployments showed that some brands were being described incompletely or inaccurately at important decision points. In some cases, competitors appeared more prominently, while a brand's products were framed as more expensive alternatives and third-party websites reinforced incorrect pricing or broader narratives.
Sprinklr says those issues can emerge without a brand's knowledge because AI-generated answers may draw on a mix of digital and social signals that companies do not routinely monitor together. By combining those data sources in one system, customers were able to trace the signals influencing those outcomes and respond before they spread further.
The release highlights a wider debate in marketing and customer experience over so-called answer engine optimisation and generative engine optimisation, as companies look for ways to influence how AI systems present products, services and reputations. While search engine optimisation has long focused on rankings, traffic and click-throughs, AI-generated answers can bypass those steps by summarising options directly.
That creates a different challenge for brands, particularly when a single answer may shape consumer perception without the user ever visiting a company site. Businesses are increasingly examining not only whether they appear in those answers, but how their pricing, sentiment, trustworthiness and competitive standing are framed.
Karthik Suri, Chief Product and Corporate Strategy Officer at Sprinklr, said the change in customer behaviour was compressing the path from discovery to recommendation.
"Your brand is already part of the AI conversation, and Generative AI platforms are compressing the traditional buyer journey. Customers increasingly move from a single prompt to a synthesized recommendation often without visiting brand websites or owned channels. Representation in these platforms is a critical driver of awareness and consideration. LLM Insights gives organizations the ability to understand that conversation, act on it, and be part of the answers that matter - all from the same unified platform they already use to monitor and manage their brand," said Suri.
Sprinklr sells software for social media management, marketing, advertising, customer feedback and contact centre operations. It says more than 1,600 enterprise customers use its broader platform, including 59% of the Fortune 100.
The launch shows how software suppliers are trying to turn concern about AI search into a measurable category for brand and customer experience teams. For companies already tracking online reputation across search, social and customer support, the next question is whether AI-generated answers become influential enough to require the same level of monitoring and intervention.