BrandReply

For twenty years the question was where you ranked on Google. Increasingly the question is what ChatGPT says when someone asks it to recommend a tool in your category — and that answer is assembled from a very different set of sources. Large language models lean heavily on community discussion: Reddit threads, Quora answers, comparison posts, and the handful of pages that happen to be well cited in the training data and in live retrieval. BrandReply is built around that shift. It calls itself an AEO platform — AI Engine Optimization — and the framing is accurate: this is SEO's structural successor, aimed at retrieval and citation rather than blue links. The product has two halves that make sense together. The first is measurement. BrandReply tracks how LLMs rank and describe your brand across the prompts your buyers actually type, monitors which sources get cited when your category comes up, and rolls that into a share-of-voice metric so you can see whether you are gaining or losing ground against competitors. This is the part most founders are flying blind on. You can query ChatGPT yourself and get an anecdote; you cannot manually sample dozens of prompts across multiple models on a schedule and spot the trend. Citation analysis is the more actionable half of the measurement story — knowing that a specific Reddit thread or a specific comparison article is what the model is reading tells you exactly where the leverage is. The second half is the placement engine, which surfaces emerging discussions on Reddit and Quora in real time and lets you participate in them, including through high-authority community accounts. This is where the tool becomes genuinely useful and also where it demands judgment. Getting into the right thread early, with a substantive answer, is legitimately how a lot of brands end up in AI recommendations — those threads are exactly the corpus the models retrieve from. But Reddit in particular has strong, well-enforced norms against promotional posting, and communities are good at detecting it. Using an aged account to place brand mentions is a tactic that works until a moderator decides it does not, and the downside is a subreddit-wide ban on your domain, which is worse than never having posted. The honest read: use the monitoring and citation analysis without reservation — that data is unambiguously valuable and hard to get any other way. Use the placement engine as a discovery tool that tells you which conversations are worth your genuine participation, and write the answers as someone who actually knows the space. There is also the category-wide caveat that AEO is young: model behaviour changes with each release, retrieval sources shift, and no vendor can promise a durable ranking in a system whose owners actively discourage gaming. Freemium pricing is the right call here, since the value of the monitoring depends entirely on whether your category gets meaningful LLM query volume, and you should find that out before committing. For a founder or marketer who has noticed that AI assistants are quietly becoming a referral channel and has no idea what those assistants are saying, BrandReply answers a question that genuinely needs answering.