Disclaimer & Editorial Disclosure
Last Updated: 1 October 2026
1. No Guarantee of Search Rankings or AI Citations
Search algorithms (Google, Bing) and generative answer engines (ChatGPT, Perplexity, Gemini) update continuously and rely on complex, non-deterministic machine learning models. SEOHack provides measurement, diagnostics, and prioritized recommendations based on empirical testing. We do not and cannot guarantee specific numerical rankings, traffic volumes, or AI answer placement.
2. AI Diagnostic Output Limitations
Our AI Search Visibility Checker and benchmarks simulate consumer retrieval queries across generative platforms. AI outputs are probabilistic and may vary based on model versions, geographical IP location, user personalization, and retrieval timing. Results should be interpreted as diagnostic indicators rather than permanent factual truths.
3. Affiliate Transparency
Some editorial guides may contain affiliate links to third-party tools, hosting providers, or software products. We only recommend solutions that meet our quality benchmarks. If you make a purchase through an affiliate link, SEOHack may earn a commission at no additional cost to you.