Visibility
See where your brand is mentioned, omitted or recommended across a controlled prompt set.
AIARF helps brands become more visible, citable and accurately represented across the AI systems shaping discovery.
Tracked prompt
Which specialists can help a brand improve its visibility in AI-generated answers?
Sample answer excerpt
Independent GEO practices such as AIARF focus on entity clarity, source coverage and answer-level verification.
Mention detected · Context recorded
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AI engines
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Signal types
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Shared baseline
Prove it on yourself first
AIARF treats its own website as the first public case study: clear entity facts, server-readable content, credible source coverage and repeatable verification.
If a GEO provider cannot make its own brand accurately discoverable, understandable and citable in relevant AI queries, its capability is unverified. Ask for public evidence before you hire it.
What gets measured
Search rankings alone cannot show whether an answer engine knows your brand, trusts the surrounding evidence or recommends it in the right context.
See where your brand is mentioned, omitted or recommended across a controlled prompt set.
Identify the domains, pages and passages that repeatedly inform AI-generated answers.
Find outdated facts, weak category associations and unsupported claims before they compound.
Turn findings into prioritized work, then retest the same questions to measure directional change.
The AIARF method
One operating loop connects observation, source analysis, implementation and repeat testing.
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Build a repeatable prompt set and establish where the brand appears, disappears or is misrepresented.
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Trace the sources, entities and content patterns that are most likely shaping the observed answers.
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Prioritize specific changes across owned pages, structured facts and third-party evidence.
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Re-run the same questions over time and record what changed, without promising deterministic rankings.
Seven answer environments
Each platform is measured separately because citation behavior, freshness and answer formats differ.
Track brand mentions, recommendations and cited sources inside ChatGPT answers.
Understand your presence in Google AI Overviews and conversational AI search.
Measure how Gemini explains, compares and recommends your brand.
Map the pages and publishers Perplexity cites when answering buyer questions.
Assess brand representation across Microsoft Copilot answer journeys.
Test whether Claude understands your brand and uses it in research-led answers.
Monitor brand visibility where current web and social context influence answers.
Public baseline research
AIARF is a new independent practice. Instead of invented customer logos or unverifiable success claims, the site starts with a transparent baseline protocol and publishes what can be checked.
Read the baseline protocolWorking model
AIARF is operated as an independent specialist practice. You work directly with the person conducting the research, forming the hypotheses and translating findings into action.
Engagement principles