GEO Service Disclaimer
Last updated: May 22, 2026
AnswerAtlas exists because AI visibility is becoming commercially important, but the field is still young. We aim to provide careful measurement, practical recommendations, and clear reporting without pretending we can control third-party AI systems.
Plain English Summary
AI systems are probabilistic and change often. AnswerAtlas can audit, benchmark, monitor, and recommend. We cannot guarantee that any AI platform will recommend, rank, cite, reference, display, or prioritize your brand, products, content, or website.
What We Measure
Depending on your plan, we may measure website crawlability, content structure, product or category clarity, schema signals, prompt-level AI visibility, brand mentions, citations, competitor appearances, and changes over time.
Reports are point-in-time diagnostics. Monitoring reports are repeated snapshots. They are useful for tracking direction and detecting changes, but they are not official rankings or permanent records of how AI systems will behave.
What We Do Not Control
OpenAI, Anthropic, Google, Perplexity, Shopify, Microsoft, Meta, search engines, AI assistants, browsers, marketplaces, and hosting providers are independent third-party services. They may change models, algorithms, retrieval systems, citation rules, personalization, geography handling, browsing tools, rate limits, APIs, or commercial policies without notice.
AnswerAtlas is not affiliated with, endorsed by, sponsored by, or officially connected to those companies unless we say so in a written agreement.
No Guaranteed AI Visibility Outcomes
We do not promise:
- A specific citation rate, mention rate, recommendation rate, ranking, score, or benchmark position;
- That any platform will cite, recommend, rank, reference, display, include, or prioritize your brand;
- That a score will increase after implementation;
- That improvements will persist over time;
- That your own tests will exactly match our report;
- Increased traffic, revenue, conversion rate, sales, investment value, or market share.
Plain English Summary
We can identify likely reasons an AI system may not understand or cite you. We cannot force AI systems to choose you.
Probabilistic and Changing AI Outputs
Large language model outputs vary by prompt wording, timing, user context, geography, retrieval availability, model version, safety settings, personalization, and randomness. The same query may return different answers minutes later. Different AI products may disagree with each other. A platform may recommend a competitor in one answer and omit the same competitor in another.
Our sampling and methodology reduce noise but cannot remove it.
Scores and Benchmarks
AnswerAtlas visibility scores, severity labels, competitor comparisons, and trend charts use our internal methodology. They are estimates for decision support, not certified industry standards, official platform metrics, or objective proof of total market visibility.
Because GEO standards are still developing, we may update scoring weights, prompt sets, platform coverage, and report formats. A methodology update may change scores even when your website has not changed.
Recommendations and Generated Content
Recommendations, rewrite suggestions, metadata suggestions, structured data suggestions, and implementation notes are informational. They may contain inaccuracies, omissions, outdated assumptions, or suggestions that are unsuitable for your legal, regulatory, technical, brand, SEO, or operational context.
You are responsible for reviewing, testing, editing, approving, implementing, and monitoring any changes. Do not publish generated content without human review.
Service Availability and Data Limits
Audits can be affected by provider outages, API limits, crawling limits, blocked pages, robots.txt rules, login walls, redirects, rate limits, JavaScript-heavy pages, Shopify theme behavior, regional blocking, or incomplete source data. We may cache responses, retry failed calls, or mark some checks as limited when reliable measurement is not possible.
No Professional Advice
AnswerAtlas does not provide legal, financial, investment, tax, medical, regulatory, or guaranteed marketing advice. Treat reports as technical and strategic inputs. Use qualified professionals where your content, products, claims, or industry require review.
Practical Way to Use Reports
Use reports to prioritize experiments, improve website clarity, reduce AI interpretation gaps, and track changes over time. Validate important changes with your own analytics, customer feedback, search data, conversion data, and professional judgment.
Questions
If a disclaimer point affects a purchase decision, email [email protected] before buying. We will answer directly in writing.