lookout
LookOut is an open-source platform designed to track, analyze, and optimize brand visibility across AI-powered search engines. As Large Language Models become primary information gateways, LookOut helps businesses monitor how they are mentioned and ranked in responses from major providers including OpenAI GPT-4, Anthropic Claude 3.5, Google Gemini, and Perplexity. The software features multi-LLM coverage, allowing simultaneous queries to compare results and detect ranking changes in real time. Its core capabilities include concurrent processing with fault tolerance, background job handling for non-blocking operations, and detailed ranking history with visualizations. Users can perform competitive analysis by monitoring multiple brands under the same search queries and generate exportable reports in CSV or PDF formats for stakeholder review. Built with a modern tech stack featuring Next.js, React, and TypeScript, LookOut offers a developer-friendly environment with RESTful APIs for programmatic control. It is