Product and GTM for Contentstack Canoe. Curiosity led me into LLMs, and now into how AI picks which brands to name.

Aniketh Shenoy Kota • Peerlist

We built Contentstack Canoe because buyers now ask ChatGPT, Gemini, Perplexity and Claude for recommendations before they ever visit a website. They get three names back. If yours isn't one of them, you never find out.Contentstack Canoe shows you what those answers say. Add your domain and it drafts a brand profile with your products, competitors and buyer personas. It writes the questions your buyers actually ask and puts each one to ChatGPT, Gemini, Perplexity and Claude with web search on.A report takes about two minutes. You see how often you're named, where you land in the answer, how each engine describes you, which competitors take the questions you lose and which sources the engines cite. A site audit checks whether AI crawlers can reach and read your pages. Then you get up to ten ranked fixes, so you know what to do first. Every answer is scored in code the same way on every run, so the trend means something.For builders, Growth includes an MCP server, a REST API, webhooks and eight ready-made agent skills. Pull your visibility data straight into Claude, ChatGPT or your own agents.It works on any website and any stack. You don't need Contentstack's CMS. Free is free forever with no card, and every plan has unlimited users.What ships next: Microsoft Copilot and Google AI Mode, live AI agent traffic through Cloudflare, questions built from your real audiences through Lytics and content fixes drafted in your CMS for a person to approve. We're building toward a loop where you measure what AI says, fix it and see the change on the next run.