Triple

T22028494
Position Surface form Disambiguated ID Type / Status
Subject Gabriel Weinberg E544024 entity
Predicate notableWork P4 FINISHED
Object Traction: How Any Startup Can Achieve Explosive Customer Growth
"Traction: How Any Startup Can Achieve Explosive Customer Growth" is a startup marketing and growth strategy book that outlines a systematic framework and 19 channels for acquiring customers and scaling a business.
E1514720 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Traction: How Any Startup Can Achieve Explosive Customer Growth | Statement: [Gabriel Weinberg, notableWork, Traction: How Any Startup Can Achieve Explosive Customer Growth]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Traction: How Any Startup Can Achieve Explosive Customer Growth
Context triple: [Gabriel Weinberg, notableWork, Traction: How Any Startup Can Achieve Explosive Customer Growth]
  • A. Masters of Scale
    Masters of Scale is a business and entrepreneurship podcast that explores how companies grow from startup to massive scale through interviews with leading founders and innovators.
  • B. The Customer Success Economy
    "The Customer Success Economy" is a business book that explores how companies can drive growth and retention by prioritizing customer outcomes and building customer-centric organizations.
  • C. The Art of the Start
    The Art of the Start is a popular business and entrepreneurship book by Guy Kawasaki that offers practical guidance on launching and growing startups.
  • D. “Moonshot!: Game-Changing Strategies to Build Billion-Dollar Businesses”
    “Moonshot!: Game-Changing Strategies to Build Billion-Dollar Businesses” is a business and leadership book that distills former Apple CEO John Sculley’s insights on innovation, disruptive strategy, and scaling companies to massive growth.
  • E. The Untold Story of How Salesforce.com Went from Idea to Billion-Dollar Company—and Revolutionized an Industry
    "The Untold Story of How Salesforce.com Went from Idea to Billion-Dollar Company—and Revolutionized an Industry" is the subtitle of Marc Benioff’s business book "Behind the Cloud," which chronicles the creation and disruptive growth of Salesforce.com and the broader impact of cloud computing on the software industry.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Traction: How Any Startup Can Achieve Explosive Customer Growth
Triple: [Gabriel Weinberg, notableWork, Traction: How Any Startup Can Achieve Explosive Customer Growth]
Generated description
"Traction: How Any Startup Can Achieve Explosive Customer Growth" is a startup marketing and growth strategy book that outlines a systematic framework and 19 channels for acquiring customers and scaling a business.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Traction: How Any Startup Can Achieve Explosive Customer Growth
Target entity description: "Traction: How Any Startup Can Achieve Explosive Customer Growth" is a startup marketing and growth strategy book that outlines a systematic framework and 19 channels for acquiring customers and scaling a business.
  • A. Masters of Scale
    Masters of Scale is a business and entrepreneurship podcast that explores how companies grow from startup to massive scale through interviews with leading founders and innovators.
  • B. The Customer Success Economy
    "The Customer Success Economy" is a business book that explores how companies can drive growth and retention by prioritizing customer outcomes and building customer-centric organizations.
  • C. The Art of the Start
    The Art of the Start is a popular business and entrepreneurship book by Guy Kawasaki that offers practical guidance on launching and growing startups.
  • D. “Moonshot!: Game-Changing Strategies to Build Billion-Dollar Businesses”
    “Moonshot!: Game-Changing Strategies to Build Billion-Dollar Businesses” is a business and leadership book that distills former Apple CEO John Sculley’s insights on innovation, disruptive strategy, and scaling companies to massive growth.
  • E. The Untold Story of How Salesforce.com Went from Idea to Billion-Dollar Company—and Revolutionized an Industry
    "The Untold Story of How Salesforce.com Went from Idea to Billion-Dollar Company—and Revolutionized an Industry" is the subtitle of Marc Benioff’s business book "Behind the Cloud," which chronicles the creation and disruptive growth of Salesforce.com and the broader impact of cloud computing on the software industry.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69e11e2f98c8819083e11eab90942a78 completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f127cdf5c08190ac804664d6e56fe2 completed April 28, 2026, 9:34 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a738ada68819098355c1953b9c3cc completed May 18, 2026, 2:03 a.m.
NEDg Description generation batch_6a0a74e81da881908c73d864258dcdd5 completed May 18, 2026, 2:09 a.m.
NED2 Entity disambiguation (via description) batch_6a0a75cbb2408190b058713432b048a2 completed May 18, 2026, 2:13 a.m.
Created at: April 16, 2026, 8:24 p.m.