- ChatGPT Answers
- Google Search Generative Experience (SGE)
- Claude’s Search Mode
- Perplexity’s citations
- Meta AI & Gemini responses
- Voice assistants (Siri, Alexa, Google Assistant)
- A private knowledge graph of your services, products, people, FAQs, and relevant topics
- JSON-LD structures embedded site-wide
- Short sentences
- Internal hub pages that reinforce entity connections
- Bullets
- Definitions
- Short sentences
- Lists
- Local details
- Steps
- Data-driven insights
- Primary intent
- Secondary (implicit) intent
- Tertiary (risk or contextual) intent
- Comparison tables
- Process timelines
- Process timelines
- Local stats
- Regulatory notes
- Step-by-step sequences
- “People also ask…”
- “Most customers wonder…”
- “Here’s what beginners usually ask…”
- AI meta-summary (100–150 words)
- Entity recap & contextual reinforcement
- Fully structured FAQ with schema
- Local + topic-based micro-entities
- Expert quotes
- Data references
- 2–3 analogy/story snippets
- GPT-5
- Claude 3.x
- Google SGE
- Perplexity
- Meta AI
- Gemini
- Voice AI (Alexa, Siri, Google Assistant)
- Industry sites
- Local news
- Niche publications
- Directories
- Topical blogs
- Expert Q&A contributions
- Forum mentions
- Third-party reviews
- Social micro-content
- Guest insights on external platforms
- Business directories
- Local associations
- Niche-relevant authority sources
- Extractability
- Extractability
- Question coverage
- Local relevance
- Fact density
- Summary suitability
- Authority signals
- Location micro-entities
- Topic-micro entities
- Landmark & organization entities
- Product & service micro-definitions
- Industry-specific knowledge blocks

