AI-мониторинг упоминаний в LLM

I’m in charge of PR and comms for a small manufacturing company in a niche market. Our executive team is currently obsessed with AI mentions. And they want to know if our brand is showing up when people ask chatGPT questions related to our product category. Manually checking this with chatGPT is the only question I’ve come up with so far. Ngl, it’s a nightmare. It takes too long and doesn’t even seem reliable. When chatGPT does mention our brandit. doesn’t always include a website link, so our Google Analytics referral traffic isn’t accurately capturing any brand awareness that might be happening in AI answers. And there’s no analytics dashboard from OpenAI that I’ve been able to find. Leadership wants me to include this data in quarterly PR impact reports. I'm not confident in the data …

oof yeah manual checking sounds like a special kind of hell. the inconsistency with links makes it nearly impossible to track anything useful i ran into this exact problem trying to see if my side hustle was popping up in any ai answers. ended up realizing there's no clean way to do it because openai doesn't expose that data. the closest i got was setting up alerts for any weird referral traffic patterns but even that was a stretch your exec team probably won't love this answer but right now there's just no official pipeline for it. might be worth framing it as an emerging area you're keeping an eye on rather than a reportable metric. saves you from building a whole process around broken data

lately I have been obsessed with something — why does ChatGPT recommend certain brands over others? Like when you ask "what's the best project management tool" or "which CRM should I use for a small team" — how does it decide? I read a bunch of research papers, tested things with different AI tools (ChatGPT, Gemini, Perplexity, Claude). And honestly, the answer is simpler than I expected. **It mostly comes down to what people are saying about you online.** Let me explain. # Why AI tools care about what users think of your brand Here's the thing most people don't realize — LLMs don't just have a list of "good brands" stored somewhere. They're trained on massive amounts of internet data, and newer ones actually pull real-time info from the web before answering. So when someone asks an…

Nobody actually has a clean official way to do this yet, including the paid tools. Under the hood they're mostly running repeated prompts too, just automated and at scale: so "systematic" here doesn't mean finding the right dashboard, it means building a process. It may take time but you'll get more reliable results. We started with a smaller fixed list of prompts, the kind a real buyer would actually type - not just your brand name, and ran them across different AI tools. Run that list on a schedule, weekly is usually enough since answers shift more than people expect, and log whether you show up, in what context, and whether competitors show up in your place instead. You can run that list through AI itself to ensure its reflecting your audience. For the reporting side, skip the cl…

Been doing SEO for about 8 years, freelance the last year. Then clients started asking if they show up in ChatGPT and Perplexity answers. Now I'm neck deep in AEO work too. Problem is tracking that stuff eats my whole week. I run the same prompt sets by hand across 4 models, log which ones mention my clients, screenshot it for the report. Otterly ai would automate some of it but the pricing doesn't make sense for 2 clients yet. Found some experiment writeups from HumansWith AI on tracking citation share of voice. It's the first methodology that actually made sense to me. But building my own version of that eats hours I don't have either. I've got 2 solid retainer clients and one warm referral lead. That's the whole pipeline. No time left to go find a third one. So the acquisition …