# chatgptresults.hu

> Monitor how ChatGPT, Perplexity and Gemini describe brands. Independent analysis of AI citations, fabrication rates and visibility infrastructure.

This site monitors how AI assistants reconstruct brands and experts. It tracks citation accuracy, fabrication rates and the infrastructure required for reliable answers.

## Author

- Zoltán Varga — AI visibility researcher and AI ecosystem architect, Budapest: https://vargazoltan.ai/
- English profile: https://zoltanvarga.ai/en/about/
- ORCID: https://orcid.org/0009-0003-1020-834X
- arXiv author: https://arxiv.org/a/varga_z_1.html
- Zenodo: https://zenodo.org/search?q=owners%3A1653886

## Publications

- Per-Entity Bias Mapping for AI Visibility: Why Brand Mentions Require Entity-Specific Calibration (arXiv:2606.21595): https://arxiv.org/abs/2606.21595
- AI Visibility in the Generative Era: A Manifesto for Entity-Level Measurement (DOI 10.5281/zenodo.20285424): https://doi.org/10.5281/zenodo.20285424
- Quality Challenges Do Not Escalate Source Fabrication in Large Language Models (RICE-P1) (DOI 10.5281/zenodo.20474050): https://doi.org/10.5281/zenodo.20474050
- Rejection-Induced Confabulation Escalation — Pilot Study 2 (RICE-P2) (DOI 10.5281/zenodo.20509755): https://doi.org/10.5281/zenodo.20509755

## Key topics

- AI visibility monitoring
- ChatGPT brand citations
- AI hallucination detection
- Perplexity source verification
- Gemini brand description
- Claude answer accuracy
- Google AI Overviews audit
- LLMO optimization
- GEO strategy
- AI citation audit
- brand reconstruction AI
- AI visibility index
- AI hallucination paradox
- machine-readable entities
- AI visibility Hungary
- ChatGPT vizualitás
- AI hibaarány
- márkahallucináció

## Questions and answers

### Do AI assistants rank experts like Google?

No, AI systems do not rank experts in a deterministic list. They reconstruct entities based on available machine-readable data. If a model cannot find a canonically anchored source, it may fabricate details to complete the answer.

### What is the AI visibility paradox?

The brand hallucination paradox suggests well-known brands receive more confident but false attributions. Familiarity provides models with material for plausible completions that lack factual support. This creates a risk where popularity increases misinformation.

### How often do AI models invent sources?

Research indicates 45.9% of cited sources were fabricated in a 1,400-run study. High-awareness firms saw a 52.7% fabrication rate. Search-grounded models performed significantly better than non-search models.

### Is AI visibility the same as SEO?

No, AI visibility is stochastic while SEO is deterministic. AI answers create no logged impressions or clicks. Optimization focuses on making content easy to quote rather than satisfying a ranking algorithm.

### Can paid partnerships improve AI visibility?

Current research treats the pay-to-appear concept as a hypothesis regarding correlation versus causation. There is no evidence that payment directly improves the quality of AI-generated citations. Infrastructure and entity clarity remain the primary drivers.

### Why do search-based AI tools perform better?

Search-based models reduce fabrication rates significantly compared to non-search models. In a crop-protection study, search-enabled engines provided correct dosage information 100% of the time. Non-search models failed to retrieve official data without active web access.

## Related

- AI visibility expert page: https://vargazoltan.ai/ai-lathatosagi-szakerto/
- AI visibility audit: https://vargazoltan.ai/audit/
- Research: https://vargazoltan.ai/kutatas/