Triple

T14454087
Position Surface form Disambiguated ID Type / Status
Subject Nick Mehta E358408 entity
Predicate notableWork P4 FINISHED
Object Customer Success: How Innovative Companies Are Reducing Churn and Growing Recurring Revenue
"Customer Success: How Innovative Companies Are Reducing Churn and Growing Recurring Revenue" is a business book by Nick Mehta that explains how subscription-based companies can systematically retain customers and expand recurring revenue through customer success practices.
E1101465 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: Customer Success: How Innovative Companies Are Reducing Churn and Growing Recurring Revenue | Statement: [Nick Mehta, notableWork, Customer Success: How Innovative Companies Are Reducing Churn and Growing Recurring Revenue]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Customer Success: How Innovative Companies Are Reducing Churn and Growing Recurring Revenue
Context triple: [Nick Mehta, notableWork, Customer Success: How Innovative Companies Are Reducing Churn and Growing Recurring Revenue]
  • A. The Power of Now: How Winning Companies Sense and Respond to Change Using Real-time Technology
    "The Power of Now: How Winning Companies Sense and Respond to Change Using Real-time Technology" is a business and technology book by Vivek Ranadivé that explains how organizations can gain competitive advantage by using real-time information systems to sense and respond rapidly to changing conditions.
  • B. The Power to Predict: How Real Time Businesses Anticipate Customer Needs, Create Opportunities, and Beat the Competition
    "The Power to Predict: How Real Time Businesses Anticipate Customer Needs, Create Opportunities, and Beat the Competition" is a business and technology book by Vivek Ranadivé that explains how companies can use real-time data and predictive analytics to gain a competitive edge.
  • C. 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.
  • D. The Innovator's Solution
    The Innovator's Solution is a business strategy book that expands on the theory of disruptive innovation, offering managers practical guidance on how established companies can create and sustain new growth.
  • E. The Innovation Stack
    The Innovation Stack is a business and entrepreneurship book by Jim McKelvey that explores how groundbreaking companies build layers of interlocking innovations to create markets and fend off competition.
  • 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: Customer Success: How Innovative Companies Are Reducing Churn and Growing Recurring Revenue
Triple: [Nick Mehta, notableWork, Customer Success: How Innovative Companies Are Reducing Churn and Growing Recurring Revenue]
Generated description
"Customer Success: How Innovative Companies Are Reducing Churn and Growing Recurring Revenue" is a business book by Nick Mehta that explains how subscription-based companies can systematically retain customers and expand recurring revenue through customer success practices.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Customer Success: How Innovative Companies Are Reducing Churn and Growing Recurring Revenue
Target entity description: "Customer Success: How Innovative Companies Are Reducing Churn and Growing Recurring Revenue" is a business book by Nick Mehta that explains how subscription-based companies can systematically retain customers and expand recurring revenue through customer success practices.
  • A. The Power of Now: How Winning Companies Sense and Respond to Change Using Real-time Technology
    "The Power of Now: How Winning Companies Sense and Respond to Change Using Real-time Technology" is a business and technology book by Vivek Ranadivé that explains how organizations can gain competitive advantage by using real-time information systems to sense and respond rapidly to changing conditions.
  • B. The Power to Predict: How Real Time Businesses Anticipate Customer Needs, Create Opportunities, and Beat the Competition
    "The Power to Predict: How Real Time Businesses Anticipate Customer Needs, Create Opportunities, and Beat the Competition" is a business and technology book by Vivek Ranadivé that explains how companies can use real-time data and predictive analytics to gain a competitive edge.
  • C. 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.
  • D. The Innovator's Solution
    The Innovator's Solution is a business strategy book that expands on the theory of disruptive innovation, offering managers practical guidance on how established companies can create and sustain new growth.
  • E. The Innovation Stack
    The Innovation Stack is a business and entrepreneurship book by Jim McKelvey that explores how groundbreaking companies build layers of interlocking innovations to create markets and fend off competition.
  • 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_69d82794dfa081909b9134ad2e32244b completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de91a8bf088190abf5fd4f646b8c62 completed April 14, 2026, 7:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd648f56608190b6d55c592c088575 completed May 8, 2026, 4:20 a.m.
NEDg Description generation batch_69fd68f6f94881908d878d042f425d2d completed May 8, 2026, 4:39 a.m.
NED2 Entity disambiguation (via description) batch_69fd698aa8e48190b87a2758d7067b61 completed May 8, 2026, 4:41 a.m.
Created at: April 10, 2026, 1:19 a.m.