
SeenFirst helps businesses understand how they appear in AI-generated recommendations. We test buyer-style questions across major AI assistants and measure whether a business is mentioned, cited, described accurately, or displaced by competitors. Each audit turns those results into a clear visibility report showing where the business appears, who appears instead, what the models believe, and which improvements deserve priority. SeenFirst is built for local-service companies, agencies, consultants, and operators who want evidence before investing in AI visibility, SEO, or content changes.