Wellows
Track how AI models describe your brand — and fix what's wrong
The Panel's Take
Wellows monitors how AI language models represent your brand when users ask about products in your category. It queries ChatGPT, Claude, Gemini, and Perplexity with the kinds of questions your customers actually ask, records how (and whether) your brand appears in the responses, tracks changes over time, and surfaces specific content recommendations for improving your AI-search presence. The pitch is LLM-SEO: as a larger share of product discovery shifts from Google to conversational AI, the signals that influence AI-generated recommendations become commercially important in ways that traditional SEO metrics don't capture. Wellows is essentially the first category of tool designed specifically for this gap — monitoring not your search ranking but your model-generated reputation. It launched on Product Hunt with strong early traction (121 upvotes). The product connects to your website, competitor domains, and optionally your marketing calendar to correlate content updates with changes in AI brand representation. Early use cases include SaaS companies tracking whether their product gets recommended in AI-powered feature comparison queries and D2C brands monitoring whether AI assistants surface them during shopping research.
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Wellows verdict: SHIP 🚀 3 ships · 1 skip from the expert panel Full review: shiporskip.io/tool/wellows-llm-brand-monitoring-ai-search-seo-audit-2026
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“The insight that LLM model training data and retrieval signals are the new PageRank is correct. If you're a SaaS with real competition, knowing whether Claude recommends you or your competitor in a feature-comparison query is genuinely actionable information.”
“The problem is opacity. Unlike traditional SEO where you can study ranking factors, what causes LLMs to mention one brand over another is poorly understood even by the models' own developers. Wellows can tell you there's a problem but may not be able to reliably tell you how to fix it.”
“LLM-SEO is going to be a $10B+ industry within five years. Wellows is early to the category. Being the category-defining player in a new search paradigm is a rare opportunity — even if the playbook isn't fully figured out yet.”
“As someone who creates brand content, knowing which narratives about my clients are landing in AI responses versus which ones aren't is incredibly valuable feedback for the editorial strategy. This closes a loop that's been completely dark until now.”