About LLMBrandScan

LLMBrandScan is a solo-built product from Vladimir Boldyrev, an indie founder who builds and ships small, self-funded products one at a time — no venture funding, no growth team, just a product built to answer one specific question honestly.

What it is

LLMBrandScan answers one question: when a buyer asks ChatGPT, Perplexity, Gemini, Grok, or Google's AI answers (AI Overviews) for the best option in your category, does the AI name you — or a competitor? Enter your brand, category, and up to a few competitors, pay for a scan, and get a report showing your share of voice, who took your slot, which sources the models actually cited, and what to fix. There is no free tier — every scan runs real, live queries against paid AI APIs, and pretending that's free would mean serving cached or fake results instead.

The methodology stance

AI answers are non-deterministic — the same question can return a different answer on the next run, on an unchanged model. That is why every LLMBrandScan report shows an observed range across samples, paired with a plain Strong / Emerging / Noisy signal-strength label, instead of a single confident-sounding number or a statistical confidence interval a handful of samples can't actually support. Read the full reasoning in our AI visibility explainer.

The refund guarantee works the same way: it's enforced in the billing code, not written as a policy we ask you to trust. A dropped or errored call to any engine is never charged, and if every engine call in a scan fails, the whole scan refunds automatically.

Get in touch

LLMBrandScan is part of a small factory of self-funded products built by Vladimir Boldyrev. For anything beyond the product itself — press, partnerships, or just to say hello — reach out via vboldyrev.com.