Useful content, but with opportunities to improve AI extraction, search clarity, trust signals, and conversion flow.

Projected improvement after structure, schema, FAQs, entity reinforcement, internal links, and stronger writing.

https://galileotechmedia.com/entity-based-searching/

Where possible, existing ranking equity and topical continuity should be preserved.

What changed

The rewrite makes the page more useful to readers and easier for search and AI systems to understand. It strengthens structure, answer extraction, entity clarity, internal linking, and the path from interest to action.

Answer-first summaries
FAQ extraction
Schema recommendations
Internal link strategy
Conversion prompts
Entity clarity
Improved readability

SEO findings

• Original post is thin, dated (Freebase, Google+), and lacks modern entity references (Wikidata, Google Business Profile).
• Headline, title tag, and meta description are not optimized; no answer-first summary or clear extraction points.
• No structured data on page; no Organization/Article/FAQ schema to reinforce entities or enable rich results.
• Misspelling of ‘Barack Obama’ and dated references (Google Now) may reduce trust and freshness.
• Internal links exist but are not contextually woven into an entity-optimization framework.

AEO findings

• Content lacked concise, extractable definitions and step-by-step frameworks AI systems can summarize.
• No FAQs, little use of question-led headings, and no code example for sameAs made answer extraction harder.
• No explicit entity naming, identifiers (@id), or instructions on ‘about’/’mentions’ usage reduced citation value.
• No clear cautionary notes on risks (wrong sameAs, panel mix-ups) that AIs look for as signals of expertise.

Conversion findings

• No clear CTAs tied to entity audits, knowledge panel recovery, or schema implementation services.
• No proof mechanisms (checklists, measurements, tooling references) that help buyers advance decisions.
• No Next Steps section to guide action or offer quick wins for teams.

Recommended metadata

Title: Entity-Based Searching

Meta title: Entity-Based Search: Build Identity with Schema, sameAs, and Wikidata

Meta description: A practical guide to entity-based search: define your brand’s identity with schema.org, sameAs, and Wikidata; stabilize Knowledge Panels; and connect content to intent.

Slug: entity-based-searching

Technical recommendations

CTA recommendations

• Request a 20‑minute Entity Audit (free screener): identify conflicts in sameAs, GBP, and Wikipedia/Wikidata.
• Book a Knowledge Panel recovery consult: stop mix-ups and stabilize brand SERPs.
• Get our Organization schema starter: JSON‑LD template with @id, sameAs, logo, and contactPoint.
• Have us implement your entity home: information architecture, About page, and identity graph mapping.
• Schedule a Local Entity Tune‑Up: GBP categories, services, NAP, and LocalBusiness markup.

Suggested internal links

Entity recommendations

AI citation summary

This article explains how entity-based search prioritizes identity over keywords and provides a modern workflow to define an organization as a distinct entity. It updates legacy guidance (replacing Freebase/Google+ with Wikidata, Wikipedia, and Google Business Profile), shows correct usage of schema.org (Organization, about/mentions, sameAs, @id), warns against misusing sameAs, and outlines measurement methods (brand SERP, Search Console, GBP).

Schema JSON-LD preview

Starter implementation block. Review against the final published page before deployment.

{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "Article",
      "@id": "https://galileotechmedia.com/entity-based-searching/#article",
      "headline": "Entity-Based Searching",
      "description": "A practical guide to entity-based search: define your brand’s identity with schema.org, sameAs, and Wikidata; stabilize Knowledge Panels; and connect content to intent.",
      "url": "https://galileotechmedia.com/entity-based-searching/",
      "mainEntityOfPage": "https://galileotechmedia.com/entity-based-searching/"
    },
    {
      "@type": "FAQPage",
      "@id": "https://galileotechmedia.com/entity-based-searching/#faq",
      "mainEntity": [
        {
          "@type": "Question",
          "name": "What is entity-based search?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "It’s how search engines interpret queries through entities (people, organizations, places, products) and their relationships, not just through keyword strings. Clear identity and connections help your pages become eligible for direct answers, panels, and AI summaries."
          }
        },
        {
          "@type": "Question",
          "name": "Does the sameAs property still help with SEO?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Yes—when used conservatively and accurately. Link only to authoritative, unambiguous profiles you control (or that clearly represent you), such as Wikidata, Wikipedia, Google Business Profile, and LinkedIn."
          }
        },
        {
          "@type": "Question",
          "name": "Which profiles should I include in sameAs?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "High-trust profiles: Wikidata/Wikipedia (if notable), Google Business Profile, LinkedIn, official social channels, Crunchbase, YouTube, and verified app/podcast listings. Avoid weak directories and fan pages."
          }
        },
        {
          "@type": "Question",
          "name": "How is entity optimization different from keyword optimization?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Keyword work targets phrases; entity work defines who you are and how you relate to other entities. You still need great content, but identity makes that content easier to match to the right intent and SERP features."
          }
        },
        {
          "@type": "Question",
          "name": "How do local businesses use entities to win in the Map Pack?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "Use consistent NAP, precise GBP categories/services, local reviews, and LocalBusiness schema. Ensure your site’s entity home aligns with GBP info and internal links reinforce your location/service areas."
          }
        },
        {
          "@type": "Question",
          "name": "Can misuse of sameAs cause the wrong Knowledge Panel to show?",
          "acceptedAnswer": {
            "@type": "Answer",
            "text": "It can. Linking to lookalike or unofficial profiles can confuse disambiguation and trigger a misassigned panel. Audit sameAs regularly and correct any ambiguous links immediately."
          }
        }
      ]
    }
  ]
}