@prefix : <https://www.sequoiacap.com/article/services-the-new-software/#> .
@prefix schema: <http://schema.org/> .
@prefix skos: <http://www.w3.org/2004/02/skos/core#> .
@prefix org: <http://www.w3.org/ns/org#> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix dbo: <http://dbpedia.org/resource/> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .

# --- Lightweight Ontology ---
:Industry a rdfs:Class ;
    rdfs:label "Industry Vertical" .

:InsuranceBrokerageIndustry a rdfs:Class ;
    rdfs:subClassOf :Industry ;
    rdfs:label "Insurance Brokerage Industry" .

:AccountingIndustry a rdfs:Class ;
    rdfs:subClassOf :Industry ;
    rdfs:label "Accounting Industry" .

:hasLaborTAM a rdf:Property ;
    rdfs:domain :Industry ;
    rdfs:range xsd:string ;
    rdfs:label "has Labor TAM" .

:hasAutomationReadiness a rdf:Property ;
    rdfs:domain :Industry ;
    rdfs:range xsd:string ;
    rdfs:label "has Automation Readiness" .

# --- Core Entities ---
:analysis a schema:CreativeWork ;
    schema:name "Services: The New Software" ;
    schema:author :julienBek ;
    schema:dateCreated "2026-03-13"^^xsd:date ;
    schema:about :aiAutopilotDisruption, :servicesMarketDisruption ;
    schema:hasPart :faqSection, :glossarySection, :howtoSection ;
    rdfs:seeAlso dbo:Strategic_management, <https://linkeddata.uriburner.com/describe/?url=https%3A%2F%2Fx.com%2Fi%2Fgrok%3Fconversation%3D2032429977895829654%23analysis&distinct=1> .

:julienBek a schema:Person ;
    schema:name "Julien Bek" ;
    schema:jobTitle "Partner at Sequoia Capital" ;
    schema:affiliation :sequoiaCapital ;
    schema:identifier "https://x.com/JulienBek" .

:sequoiaCapital a schema:Organization ;
    schema:name "Sequoia Capital" ;
    schema:url <https://www.sequoiacap.com> .

:originalXPost a schema:SocialMediaPosting ;
    schema:name "Original Services Thesis Post" ;
    schema:author :julienBek ;
    schema:url <https://x.com/JulienBek/status/1715423851944800318> .

:aiAutopilotDisruption a schema:Product ;
    schema:name "AI Autopilot" ;
    schema:description "Software selling outcomes rather than tools." .

:marketDisruptionAction a schema:Action ;
    schema:name "Market Disruption" ;
    schema:description "Transition from Copilot to Autopilot models." .

:servicesMarketDisruption a schema:Event ;
    schema:name "Services Market Disruption" .

:ndaExample a schema:Action ;
    schema:name "NDA Drafting Auto-generation" ;
    schema:description "Intelligence-heavy task being automated by autopilots." .

:insuranceBrokerageVertical a :InsuranceBrokerageIndustry ;
    schema:name "Insurance Brokerage Vertical" ;
    schema:naics "524210" ;
    schema:identifier "https://www.census.gov/naics/?input=524210&year=2022&details=524210" ;
    :hasLaborTAM "$140-200B" ;
    :hasAutomationReadiness "High" ;
    schema:offers :withCoverageAutopilot ;
    rdfs:seeAlso dbo:Insurance_broker .

:accountingVertical a :AccountingIndustry ;
    schema:name "Accounting Vertical" ;
    schema:naics "541211" ;
    schema:identifier "https://www.census.gov/naics/?input=541211&year=2022&details=541211" ;
    :hasLaborTAM "$50-80B" ;
    :hasAutomationReadiness "High" ;
    schema:offers :rilletAutopilot ;
    rdfs:seeAlso dbo:Accounting .

:withCoverage a schema:Organization ;
    schema:name "WithCoverage" ;
    schema:url <https://withcoverage.com> .

:withCoverageAutopilot a schema:Product ;
    schema:name "WithCoverage AI Autopilot" ;
    schema:brand :withCoverage .

:rillet a schema:Organization ;
    schema:name "Rillet" ;
    schema:url <https://rillet.com> .

:rilletAutopilot a schema:Product ;
    schema:name "Rillet AI Autopilot" ;
    schema:brand :rillet .

:shortageEvent a schema:Event ;
    schema:name "U.S. Accountant Shortage" ;
    schema:description "Structural loss of approximately 340,000 U.S. accountants." ;
    schema:location :unitedStates .

:unitedStates a schema:Country ;
    schema:name "United States" ;
    schema:identifier "US" .

:innovatorsDilemma a schema:CreativeWork ;
    schema:name "The Innovator's Dilemma" ;
    schema:isbn "9780060521998" ;
    schema:author "Clayton M. Christensen" .

:cursorExample a schema:Product ;
    schema:name "Cursor AI Code Editor" ;
    schema:identifier "https://www.cursor.com" .

:dataCompounding a schema:Thing ;
    schema:name "Data Compounding" ;
    schema:description "Enabling eventual judgment handling via iteratively improved datasets." .

:scalingChallenges a schema:Thing ;
    schema:name "Scaling Challenges" ;
    schema:description "Moving from human-in-the-loop Copilots to fully autonomous Autopilots." .

# --- Structured Sections ---

:faqSection a schema:FAQPage ;
    schema:mainEntity :q1, :q2, :q3, :q4, :q5, :q6, :q7, :q8, :q9, :q10, :q11, :q12 .

:q1 a schema:Question ; schema:name "What is the core thesis of Bek's services analysis?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "Future trillion-dollar companies will sell work outcomes (autopilots) instead of just tools (copilots)." ] .
:q2 a schema:Question ; schema:name "What is the difference between a Copilot and an Autopilot?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "Copilots assist humans in doing work; Autopilots sell the completed work directly." ] .
:q3 a schema:Question ; schema:name "What is the Labor TAM for Insurance Brokerage?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "Approximately $140–200B." ] .
:q4 a schema:Question ; schema:name "What is the Labor TAM for Accounting?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "Approximately $50–80B." ] .
:q5 a schema:Question ; schema:name "How many accountants has the U.S. lost?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "Approximately 340,000 accountants." ] .
:q6 a schema:Question ; schema:name "How does data compounding affect AI judgment?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "Iterative data feedback loops enable AI to eventually handle complex gray-area judgments." ] .
:q7 a schema:Question ; schema:name "What role do founders play in this transition?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "Collaboration via tagging and high-quality dataset curation is essential for scaling." ] .
:q8 a schema:Question ; schema:name "Why does the Innovator's Dilemma apply here?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "Incumbents are bound by tools-based pricing, while startups can price based on outcomes." ] .
:q9 a schema:Question ; schema:name "Is NDA drafting a target for autopilots?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "Yes, it is cited as an intelligence-heavy task ripe for outcome-based automation." ] .
:q10 a schema:Question ; schema:name "Which companies are cited as examples?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "WithCoverage (insurance) and Rillet (accounting)." ] .
:q11 a schema:Question ; schema:name "What is 'Outcome-as-a-Service'?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "A business model where customers pay for finished work rather than software licenses." ] .
:q12 a schema:Question ; schema:name "How does AI progress affect tool sellers?" ; schema:acceptedAnswer [ a schema:Answer ; schema:text "Better models make tool sellers less valuable as functionality is subsumed, while outcome sellers thrive." ] .

:glossarySection a skos:ConceptScheme, schema:DefinedTermSet ;
    schema:name "Services-as-Software Glossary" ;
    skos:hasTopConcept :termAutopilot, :termCopilot, :termLaborTAM, :termDataCompounding, :termOutcomeService, :termInnovatorDilemma, :termVerticalSaaS, :termJudgmentAutomation, :termShortageEvent, :termVerticalMapping .

:termAutopilot a skos:Concept ; skos:prefLabel "Autopilot" ; skos:definition "AI systems that sell outcomes and perform end-to-end work." .
:termCopilot a skos:Concept ; skos:prefLabel "Copilot" ; skos:definition "AI tools that assist human workers without replacing the outcome delivery." .
:termLaborTAM a skos:Concept ; skos:prefLabel "Labor TAM" ; skos:definition "The total addressable market represented by human labor costs in a vertical." .
:termDataCompounding a skos:Concept ; skos:prefLabel "Data Compounding" ; skos:definition "The process where AI systems improve judgment through iterative feedback loops." .
:termOutcomeService a skos:Concept ; skos:prefLabel "Outcome-as-a-Service" ; skos:definition "Selling finished work instead of software seats or tools." .
:termInnovatorDilemma a skos:Concept ; skos:prefLabel "Innovator's Dilemma" ; skos:definition "The challenge for incumbents to adopt radical new business models that cannibalize existing revenue." .
:termVerticalSaaS a skos:Concept ; skos:prefLabel "Vertical SaaS" ; skos:definition "Software tailored specifically to the workflows of a single industry." .
:termJudgmentAutomation a skos:Concept ; skos:prefLabel "Judgment Automation" ; skos:definition "Scaling AI beyond simple tasks into areas requiring nuanced decision-making." .
:termShortageEvent a skos:Concept ; skos:prefLabel "Structural Shortage" ; skos:definition "Long-term gaps in available skilled labor necessitating automation." .
:termVerticalMapping a skos:Concept ; skos:prefLabel "Vertical Mapping" ; skos:definition "Aligning AI capabilities to specific industry NAICS codes and TAMs." .

:howtoSection a schema:HowTo ;
    schema:name "Transitioning to an Autopilot Business Model" ;
    schema:step :step1, :step2, :step3, :step4, :step5, :step6, :step7 .

:step1 a schema:HowToStep ; schema:name "Identify Vertical" ; schema:itemListElement "Select a high-TAM labor-heavy industry with structural shortages." .
:step2 a schema:HowToStep ; schema:name "Anchor on Outcomes" ; schema:itemListElement "Define the 'atomic unit' of work that the customer currently buys from humans." .
:step3 a schema:HowToStep ; schema:name "Build Copilot First" ; schema:itemListElement "Start by assisting humans to gather the data needed for full automation." .
:step4 a schema:HowToStep ; schema:name "Implement Feedback Loops" ; schema:itemListElement "Use human-in-the-loop corrections to create high-quality training datasets." .
:step5 a schema:HowToStep ; schema:name "Scale Judgment" ; schema:itemListElement "Use compounding data to automate gray-area decisions and judgment calls." .
:step6 a schema:HowToStep ; schema:name "Shift Pricing" ; schema:itemListElement "Transition from seat-based SaaS pricing to outcome-based service fees." .
:step7 a schema:HowToStep ; schema:name "Navigate Incumbency" ; schema:itemListElement "Leverage the Innovator's Dilemma to take market share while incumbents are paralyzed." .
