New York, NY / Storyteller / Aug 27, 2026 /
Tallinn-based SEO agency QQQ has launched a human-verified LLM Visibility Audit that checks what ChatGPT, Google Gemini and Anthropic Claude say about a company — and whether those answers are accurate.
The service addresses a problem traditional rank tracking cannot show. A company may rank well in search and still be described incorrectly by generative AI: with outdated facts, confused identities, invented products or awards, misread financial information, or missing from relevant recommendations.
Photo credit: Rasmus Jurkatam
When AI Gets Company Facts Wrong
During product development, QQQ prepared a sample audit for an Estonian company and found that both Claude and ChatGPT had generated statements suggesting the company’s financial records had not been independently audited. Publicly available information showed that audited financial reporting was available.
That kind of error matters because an AI-generated answer may be seen by customers, journalists, investors or prospective employees before the company knows the narrative exists. QQQ’s audit is designed to surface those inconsistencies and separate model output from verified fact.
Human Verification, Not Another AI-Generated Report
QQQ uses automated systems to collect and compare responses, identify recurring narratives, flag factual inconsistencies, compare model differences and review source patterns. Suspicious claims are then manually checked against available information by a QQQ specialist. Each final report receives senior review, with founder Meelis Vill personally approving the audit before delivery.
“Generating another AI report would miss the point. AI can collect and compare the answers quickly; a person still has to check whether they are true. That is the part companies actually need,” said Meelis Vill, founder of QQQ.
The audit goes beyond simple AI visibility monitoring. It looks at whether a company is mentioned, what the models say about it, where those descriptions differ, which claims appear inaccurate or unsupported, what information may be missing, and which sources appear to influence the answers.
What Customers Receive
Clients receive an approximately 20-page report with an executive summary, cross-model brand narrative analysis, notable AI statements, factual error and hallucination findings, reputation risks, visibility opportunities, source landscape analysis, and a model-by-model appendix.
The report also includes a prioritized GEO/AIO action plan covering website content, structured information, entity clarity, corporate fact pages, digital PR, authoritative third-party coverage, source diversification and traditional SEO.
Availability and Expansion
The service is initially available in Estonia, with Estonian-language audits adapted to the local information environment rather than simply translated from another market. QQQ plans to expand into Latvia and Lithuania, followed by selected Nordic markets including Finland, Sweden, Denmark and Norway.
QQQ says the methodology is intended to account for language-specific sources, regional context and local entity disambiguation — factors that can materially change how AI systems describe the same company across markets.
Key Facts
- Availability: Estonia (Phase 1), with Baltic and Nordic expansion planned
- AI systems analyzed: ChatGPT, Google Gemini and Anthropic Claude
- Report scope: Approximately 20 pages with narrative analysis, factual error identification and prioritized recommendations
- Delivery: Within two business days of order
- Price: €499 plus VAT
- Method: Automated collection and comparison, human fact-checking and senior review
- Ordering: Online at https://qqq.ee/en/
About QQQ OÜ
QQQ is an Estonian SEO agency founded in 2003. The company works on search engine visibility and generative AI optimization, combining automated analysis with human expertise to help organizations understand and improve how they appear in traditional search results and AI-generated answers. QQQ operates from Tallinn and currently serves clients in Estonia, with planned expansion into Baltic and Nordic markets.
Media Contact
QQQ OÜ · Tallinn, Estonia · (+372) 659 1111 · https://qqq.ee/en/
LinkedIn: https://www.linkedin.com/in/me… · Company: https://www.linkedin.com/compa…
Facebook: https://www.facebook.com/meeli… · Instagram: https://www.instagram.com/meel… · X/Twitter: https://twitter.com/MeelisVill
