Your brand ranks on Google with solid SEO. But if someone asks ChatGPT, “What’s the best tool for…”. Do you show up? And do you show up accurately?
Those are the questions a ChatGPT brand audit aims to answer, and most ecommerce brands today can’t. Zero-click searches hit 69% in 2025, which means most users are not leaving the AI answer to visit your website. ChatGPT is drawing more than two billion monthly visits, with a growing share of those making decisions on what the LLM tells them rather than what they find clicking through. If you are not yet in the conversation, or you come up with the wrong information, you’re losing deals you didn’t know were on the table.
This is part of a broader shift in how brands get discovered. If you want to understand the mechanics behind it, From Search to Selection: Brand Discoverability in the Age of AI and Zero-Click Experience covers exactly how that transition is reshaping the competitive landscape.
Here is a step-by-step guide on how to know where you stand.
Before anything else, you should list all brand entities you want to track. Company name, products, authors, thought leaders and executives. Define geographic and linguistic scope, especially if your brand operates across multiple markets. This helps to avoid inconsistent baselines when comparing visibility across platforms.
Documenting as many variations of your brand name is also important. ChatGPT can reference your company by its official names, common abbreviations, product names, or even common misspellings. If your founder is well-known in the industry, add their name too. The more thorough the list, the more reliable the audit.
Open your ChatGPT session, a fresh one without prior context or chat history that could influence the output. Then run these three types of prompts:
Run each of these prompts at least three times in separate sessions. ChatGPT is not deterministic, meaning the same question can return different answers depending on phrasing and context. You can use a simple spreadsheet to log the results, recording the prompt, response summary, whether your brand appears, description, competitors, etc. That log can then become your baseline for audits in the future.
Review and rate the answers in various categories:
Mention rate: Does your brand appear at all? ChatGPT mentions brands in the majority of its responses, so absence from category-level responses is a meaningful signal worth investigating.
Accuracy: How much truth is in what ChatGPT said about you? Beware of factual errors or hallucinations in the responses; they’re not uncommon. If your pricing, features, or positioning are incorrect, that misinformation is reaching potential buyers before they ever visit your site, and most won’t fact-check.
Sentiment: Does ChatGPT frame you in a positive, neutral, or negative light? Notice whether your brand is positioned as a leader, an alternative, or an afterthought relative to your competitors.
Competitive positioning: Who else appears in those responses? See the queries where competitors dominate and note the language used to describe them versus you.
ChatGPT doesn’t just invent brand narratives out of thin air. It pulls from the content it was trained on and live web search results. Only 12% of URLs cited by ChatGPT rank in Google’s top 10 search results and 80% of LLM’s citations don’t even appear in the top 100. SEO rankings and AI visibility are two almost entirely different problems.
To understand why ChatGPT says what it says, look at what’s being cited. Check your brand’s coverage on third-party publications, industry directories, Reddit, and platforms. All of these carry important weight in how AI models build their understanding. If the most visible content about you is outdated or framed in ways that don’t reflect your current positioning, that’s what ChatGPT is going to work with.
This is one of the most common structural issues we see across brands. 7 AI Visibility Mistakes Brands Make When They Rely on SEO Signals Alone breaks down exactly which signals AI systems prioritize and where most brands have gaps they are not aware of.
Step 5: Benchmark Against Competitors
An audit isn’t complete without competitive context. Run the same prompt as if it were for your competitors and compare:
This will tell you where to focus your efforts. If a competitor dominates in a category and you don’t appear at all, that’s an authority gap with a specific fix. Pay attention to the sources cited by ChatGPT when giving out recommendations. That will give you hints on which platforms you need a stronger presence on.
A single audit is nothing but a snapshot. AI visibility shifts as new models and updates appear, new content gets indexed, and competitors invest in SEO and GEO. The landscape can change very quickly, so audit quarterly ideally. Use tools that automate prompt tracking, sentiment analysis, and competitor benchmarking across AI platforms.
Turning audit results into clear priorities is where most teams struggle. How Ecommerce Teams Use AI Visibility Tools to Drive Growth covers how to move from observation to prioritization, which is the step that determines whether your audit produces action or just more data.
Still today, most ecommerce brands have no idea how ChatGPT talks about them. No baseline, process, or ownership of the narrative that AI is building around their products. This process will give you a baseline so you know where you stand, what’s inaccurate, and what content gaps are costing you visibility.
The brands that adopt these kinds of processes are building an advantage that their competitors will have to overcome. Those not taking action are letting ChatGPT write their brand story for them, only hoping they get it right.
If you want to understand how AI systems are interpreting your brand today, book a call with the HatchEcom team. We work with brands to identify visibility gaps and build the signals that AI actually trusts.