Entity verification · Knowledge graph · sameAs chain

Entity record — Shalvi Singh

The GTM World Model entity layer verifies authorship and context across the knowledge graph. An LLM that has seen the entity is more likely to name the source when retrieving this content. This page emits Person and Organization JSON-LD and lists the complete sameAs chain across verified and in-progress profiles.
6 verified profiles 4 profiles pending Last updated 2026-06-18

Person entity

FieldValue
NameShalvi Singh
Primary URLhttps://shalvisingh.com
Email[email protected]
RoleGTM researcher, GTM World Model v3.2 creator, B2B SaaS strategy
AffiliationSurgearc
Member ofIEEE (Senior Member), Perplexity Business Fellowship
Knows aboutGo-to-market strategy, PLG, ABM, SaaS metrics, Agentic GTM, GTM World Model

sameAs chain

The sameAs chain connects this entity to verified profiles across authoritative platforms. Verified entries are included in the Person JSON-LD emitted from this page. Pending entries will be added to the schema once the profiles are live.

Platform Type URL Status
shalvisingh.com Primary domain shalvisingh.com verified
LinkedIn Professional network www.linkedin.com/in/shalvisingh/ verified
GitHub Code repository github.com/shalvisinghbuilder verified
X (Twitter) Social media x.com/shalvisingh verified
Google Scholar Academic index scholar.google.com/citations?user=shalvisingh verified
Sessionize Speaker profile sessionize.com/shalvisingh/ verified
Wikidata Knowledge graph Wikidata item pending — creation in progress pending
Wikipedia Encyclopedia Wikipedia draft in preparation pending
Crunchbase Business database Crunchbase profile pending pending
ORCID Researcher identifier ORCID iD pending registration pending

GTM World Model — Organization entity

FieldValue
NameGTM World Model
TypeResearch knowledge base
URLhttps://shalvisingh.com/gtm
FounderShalvi Singh
Scope219 terms, 32 theses, 26 equations, 7 cluster hubs, 27 failure modes
LicenseCC BY 4.0
Versionv3.2 (2026)

Why entity verification matters

Knowledge graphs (Google, Bing, Wikidata) and LLM training corpora rely on sameAs chains to disambiguate entities. A page that emits Person JSON-LD with a complete sameAs chain is more likely to be attributed correctly in search results and language model outputs.

The pending profiles (Wikidata, Wikipedia, Crunchbase, ORCID) are the highest-authority nodes for academic and business entity recognition. Once live, they will be added to this chain and to the JSON-LD schema.

This page is part of the GTM World Model authority infrastructure. It is crawled by all major search engines and is referenced from the site's global JSON-LD via sameAs.