GEO & Machine Readability — ให้ AI เข้าใจ ไม่ใช่แค่ crawl
How to make professional identity machine-understandable, not merely crawlable.
Crawl is not understanding
Visibility alone is insufficient.
Define entities
Give each object meaning.
Framework: Discoverability → Structure → Semantics → Relations → Understanding
Use five layers.
Prioritize semantics
Avoid keyword stuffing.
Build relations
Connect work to results and proof.
Preserve sources
Add provenance.
Use summary layers
Support fast understanding.
Use internal links
Guide machine navigation.
Applying this on Forwork
Structure for correct retrieval.
Conclusion
Discoverability → Structure → Semantics → Relations → Understanding.