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How we calculate your score

Your AI Visibility Score is based on six evidence-based checks — each weighted according to peer-reviewed research on what actually drives AI citations across ChatGPT, Claude, Perplexity, and Google AI.

Structured Data (JSON-LD)

28 pts

What we check: We scan your website for schema.org markup — machine-readable facts about your organisation, job listings, salary ranges, and employer ratings.

Why it matters: Research shows structured data improves AI citation accuracy by 30–40% (Princeton GEO Study, 2024). It's the single most impactful technical signal for AI visibility. We look for Organization, JobPosting, EmployerAggregateRating, and FAQPage schemas.

AI Crawler Access

17 pts

What we check: We check your robots.txt to see which AI crawlers (GPTBot, ClaudeBot, PerplexityBot) can access your site, plus sitemap availability.

Why it matters: 87% of ChatGPT citations correlate with Bing indexation. If AI crawlers can't reach your content, everything else becomes irrelevant.

Careers Page Quality

17 pts

What we check: We look for a careers page and assess whether it has substantive content about roles, culture, and benefits that AI can reference.

Why it matters: Your careers page is the primary employer content AI draws from — but only if it's structured, accessible, and rich enough to cite.

Brand Reputation & Presence

17 pts

What we check: We measure your presence across employer review platforms and assess public sentiment. Brands on 4+ platforms get significantly more AI citations.

Why it matters: Multi-platform presence is among the strongest predictors of AI citation. AI cross-references multiple sources — the more places you appear, the more likely you are to be mentioned.

Salary Transparency

12 pts

What we check: We check whether salary information is visible on your careers or job pages in a machine-readable format (especially JSON-LD JobPosting with baseSalary).

Why it matters: "How much does [company] pay?" is the #1 question candidates ask AI about employers. Published salary data reduces AI hallucination from £18K average error to £3K.

Content Format & Structure

9 pts

What we check: We assess whether your content uses formats AI prefers to cite: FAQ schema, semantic heading hierarchy (h1→h2→h3), answer-first paragraph structure, structured tables, definition lists, and ARIA/role attributes.

Why it matters: AI models disproportionately cite content in FAQ, comparative, and tabular formats. Answer-first structures increase AI citation by up to 39% (Princeton GEO study). Proper semantic HTML helps AI parse and extract your information accurately.

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