Specification for LLM Brand Monitoring
LLM brand monitoring is the process of inspecting, scoring, and tracking how artificial intelligence models describe, recommend, or misread a business across conversational AI search engines. Through platforms like SaidTrue, businesses receive visibility reports showing what AI systems tell customers and which web sources drive those AI-generated answers.
What Is Included in LLM Brand Monitoring
SaidTrue's LLM brand monitoring evaluates how major AI models—including ChatGPT, Gemini, Perplexity, and Claude—answer questions prospective customers ask about a business. The scope includes inspecting raw AI responses, identifying cited web sources, issuing an AI reputation scorecard, and maintaining an ongoing verified AI profile. Subscribers receive continuous monitoring reports highlighting how brand visibility evolves across conversational search platforms.
What Is Not Included
LLM brand monitoring does not guarantee specific ranking positions inside third-party AI models or manually edit output from external language models. It excludes traditional keyword-only SEO tracking, social media account moderation, and direct removal of reviews from legacy search engines. The service focuses exclusively on auditing, evaluating, and providing inspectable reports regarding AI-generated brand answers.
Standards and Evaluation Criteria
SaidTrue scores AI responses by analyzing whether language models accurately describe a business, cite appropriate sources, or introduce misstatements when prompted with real-world buyer queries. Each scan compiles visibility metrics into a standardized AI reputation scorecard to help organizations evaluate their presence in AI search worldwide. Complete methodology details and sample public scorecards are available at https://whataisaidabout.com.
Common questions
Why should my business monitor its presence in AI search tools?
Although traditional search engines remain dominant, consumers increasingly turn to conversational AI platforms for direct recommendations about businesses. Monitoring your brand through SaidTrue shows what AI tools tell potential buyers and allows you to address source inaccuracies before they affect prospective sales. Learn more about checking your AI reputation at https://whataisaidabout.com.
Which AI platforms are monitored by SaidTrue?
SaidTrue scans major conversational AI engines, specifically analyzing outputs from ChatGPT, Gemini, Perplexity, and Claude. The service submits actual questions buyers ask and catalogs the resulting answers alongside the web pages cited as sources.
Can SaidTrue directly alter or delete what ChatGPT or Claude says about my brand?
No service can directly alter or delete answers generated by third-party AI language models, as those outputs are governed by independent platforms. SaidTrue instead makes these answers fully inspectable, revealing the exact sources and descriptions AI uses so you can optimize your public web footprint.
How is a business graded on an AI Reputation Scorecard?
SaidTrue prompts multiple AI engines with common customer questions and checks whether your business is accurately represented, misread, or recommended. The resulting interactions are evaluated to produce a clear numerical score and letter grade summarizing your brand's current presence in AI search.