Measurement
Can you see what was actually tested and how scores were calculated?
AI Visibility Software
Compare the capabilities that matter when choosing AI visibility software for ChatGPT, Claude, Perplexity, Google AI search and LLM discovery.
Quick answer
The best AI visibility tool depends on whether you only need mention tracking or also need to diagnose and improve the website signals behind discoverability. Evaluate prompt coverage, measurement transparency, technical AEO auditing, entity analysis, actionable recommendations, monitoring, and whether the platform distinguishes observed data from estimates.
Can you see what was actually tested and how scores were calculated?
Does it explain why your site may be difficult for AI systems to access or understand?
Does it turn findings into prioritized fixes rather than another dashboard?
Some products primarily monitor brand mentions across AI answers. Others audit the underlying website and content. These are related but different jobs.
Before buying, ask what providers are measured, how prompts are selected, whether results are reproducible, how often data refreshes, and which metrics are direct observations versus heuristics.
Rofix is designed around the diagnosis-to-action side of AI visibility: technical SEO, AEO, crawler access, entities, answer readiness, content coverage, prompt research, prioritized actions, and a path toward continuous monitoring and governed self-healing.
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Rofix