Score and improve how likely a real estate agent's bio is to appear in AI-driven search results from ChatGPT, Google AI Overviews, Perplexity, Claude, and Grok. Use when the user asks about AI search visibility, wants to audit their online presence, asks "will AI recommend me?", mentions AI Overviews, or wants to understand how AI engines find and rank agents. Also use when auditing a bio page URL.
AI search engines synthesize information differently than traditional search. This skill scores an agent's bio and web presence against the factors that determine whether AI will surface and recommend them.
AI models build agent recommendations from multiple signals:
Score each category 0–10, then calculate a weighted total out of 100:
| Score | Criteria |
|---|---|
| 0–3 | Vague, no stats, no credentials, reads like marketing fluff |
| 4–6 | Some facts present but incomplete; missing key EEAT signals |
| 7–8 | Strong factual content; most EEAT signals present; good query matching |
| 9–10 | Exceptional: all EEAT signals, natural query phrasing, entity-rich, zero fluff |
| Score | Criteria |
|---|---|
| 0–3 | Bio exists on 1–2 platforms only |
| 4–6 | Present on 3–5 platforms, some with weak or outdated bios |
| 7–8 | Present on 6+ platforms with consistent, optimized bios |
| 9–10 | Comprehensive coverage including niche platforms; all bios optimized and consistent |
| Score | Criteria |
|---|---|
| 0–3 | No schema markup; bio behind JavaScript; not indexable |
| 4–6 | Basic HTML bio page; no structured data; some crawlability issues |
| 7–8 | Clean HTML; schema.org LocalBusiness or Person markup; proper meta tags |
| 9–10 | Full JSON-LD RealEstateAgent schema; OpenGraph tags; sitemap inclusion; fast load |
| Score | Criteria |
|---|---|
| 0–3 | Fewer than 10 reviews; no reviews on major platforms |
| 4–6 | 10–50 reviews; 4.0+ average; on 1–2 platforms |
| 7–8 | 50–100 reviews; 4.5+ average; on 3+ platforms |
| 9–10 | 100+ reviews; 4.7+ average; on 4+ platforms; recent reviews within 90 days |
| Score | Criteria |
|---|---|
| 0–3 | Name/brokerage/stats differ across platforms; outdated info |
| 4–6 | Mostly consistent with some discrepancies |
| 7–8 | Highly consistent across all platforms; minor variations only |
| 9–10 | Perfect consistency; identical core facts everywhere; all platforms current |
| Score | Criteria |
|---|---|
| 0–3 | No content beyond bios; no blog, no market reports, no media |
| 4–6 | Some blog content or market reports; updated in last 12 months |
| 7–8 | Regular content; media mentions; updated in last 6 months |
| 9–10 | Active content publishing; recent media features; thought leadership; monthly updates |
When auditing a specific URL:
Present findings as:
## AI Search Visibility Audit: [Agent Name]
**URL**: [audited URL]
**Date**: [today's date]
**Overall Score**: [X]/100
### Scores by Category
| Category | Score | Weight | Weighted |
|----------|-------|--------|----------|
| Bio Content Quality | X/10 | 25% | X |
| Platform Coverage | X/10 | 20% | X |
| Structured Data | X/10 | 15% | X |
| Review Signals | X/10 | 15% | X |
| Entity Consistency | X/10 | 15% | X |
| Content Authority | X/10 | 10% | X |
| **Total** | | | **X/100** |
### Key Findings
[Bulleted list of top 3 strengths and top 3 improvement areas]
### Priority Recommendations
[Numbered list, highest impact first]
bio-optimization skill.