LLM Visibility Tool for AI Search & Citation Readiness
Amisora measures what traditional SEO tools miss—whether AI engines can actually find, understand, and cite your content. Audit your pages across 30+ signals built specifically for LLM visibility.
What LLM visibility means in practice
LLM visibility is the degree to which your content can be surfaced, interpreted, and used as a source by large language models. When someone asks ChatGPT a question about your industry, LLM visibility determines whether your company is the one being quoted—or whether the AI pulls from a competitor instead.
It’s not just about whether the LLM “knows” your brand from its training data. Modern AI search engines like Perplexity and Google AI Overviews retrieve live web content at query time. That means your current pages, their structure, and their clarity directly determine whether you earn citations in real-time AI answers.
Traditional SEO metrics tell you very little about LLM visibility. A page can rank #1 in Google yet be nearly invisible to AI answer engines because it lacks the structural and semantic signals these systems need. That’s the gap an LLM visibility audit is designed to close.
Seven dimensions of LLM visibility, scored per page
Amisora evaluates every page across the signals that AI engines use when deciding which sources to cite. Here’s what each audit covers.
AI Visibility Score
The composite metric. Your overall likelihood of being surfaced in AI-generated answers, calculated from all underlying dimensions with confidence intervals.
Answerability
Does the page clearly answer specific questions? We check for complete definitions, step-by-step guidance, numeric data, and direct response patterns.
Extractability
Can an AI system cleanly extract facts, definitions, and data points? We evaluate HTML structure, heading hierarchy, list usage, and content segmentation.
Citation Readiness
Does the content include trust signals an AI would need to cite it? We look for source attribution, original data, author information, and verifiable claims.
Entity Clarity
Are people, products, and concepts unambiguously defined? Entity density and naming consistency help LLMs map your content to their knowledge graphs accurately.
Ambiguity & Brand Signals
Vague claims reduce citation likelihood. We flag hedging language, contradictions, and weak brand presence that make AI engines less confident in referencing your content.
Read the full detail on how each signal is weighted in our scoring methodology.
Why generic SEO tools can’t measure LLM visibility
The two approaches are complementary. Use your SEO tool for rankings and links. Use Amisora for answer engine optimization and LLM visibility.
Why teams choose Amisora for LLM visibility
Purpose-built for AI search
Amisora was designed from day one to measure the signals AI engines actually evaluate. It’s not a traditional SEO tool with an “AI” label bolted on—every signal, score, and recommendation targets LLM discoverability.
Actionable, not advisory
Other tools give you vague guidance. Amisora gives you the exact paragraph to change, the specific wording to use, and the projected score gain. Apply fixes in minutes, not weeks.
Full-site audit in ~2 minutes
Submit your domain, Amisora crawls your sitemap, and you get page-level scores and fixes within minutes. No API integrations, no onboarding calls, no waiting.
Track improvement over time
Re-scan after implementing fixes to see your scores climb. Historical comparisons let you demonstrate progress to stakeholders and justify ongoing optimization investment.
Works with any website
WordPress, Webflow, Shopify, custom builds, static HTML—if your site has a sitemap and public pages, Amisora can audit it. No plugins or code changes required.
Built for teams
Portfolio dashboards, multi-site management, and shareable audit reports make it easy for marketing, content, and SEO teams to collaborate on AI visibility. View team plans.
Common questions about LLM visibility
See how visible your content is to LLMs
20 free page credits. No credit card. Full audit results in about 2 minutes. Find out exactly where you stand in AI search.