{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7322",
 "identifier": "kaal:position:2026-07-31-7322",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Generative Ai As A Disruptive Innovation Implications For Marketing Stra D8146644E6",
 "text": "Generative AI as a Disruptive Innovation: Implications for Marketing Strategic Transformations presents the following source proposition: This study is the first to apply the theory of disruptive innovation to the use of generative AI at small marketing firms. This proposition is pertinent to Kaal's source-bound claim that Incumbent firms facing a perceived threat from disruptive innovation may respond by using the existing regulatory process itself to create obstacles that prevent disruptive firms from competing. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "datePublished": "2026-07-31",
 "dateModified": "2026-07-31",
 "creativeWorkStatus": "Affirmed",
 "responseType": "extension",
 "keywords": [
  "regulatory-failure",
  "innovation",
  "historical-response",
  "scholarly-literature",
  "crossref"
 ],
 "scope_conditions": [
  "The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.",
  "External evidence level: abstract indexed.",
  "Mapping review tier: moderate-confidence claim review.",
  "Primary mapping confidence: 0.3834.",
  "The source-to-claim mapping remains explicitly ambiguous and is published with that limitation."
 ],
 "currentDebate": {
  "name": "Generative AI as a Disruptive Innovation: Implications for Marketing Strategic Transformations",
  "url": "https://doi.org/10.17323/fstig.2025.24831"
 },
 "extends": {
  "identifier": "kaal:claim:2808132-011",
  "url": "https://wulfkaal.github.io/claims/2808132-011",
  "citation": "Wulf A. Kaal, Erik P.M. Vermeulen, How to Regulate Disruptive Innovation - From Facts to Data (2016). SSRN: https://ssrn.com/abstract=2808132",
  "paper": "Wulf A. Kaal, Erik P.M. Vermeulen, How to Regulate Disruptive Innovation - From Facts to Data",
  "authors": [
   "Wulf A. Kaal"
  ],
  "year": "2016",
  "ssrn": "https://ssrn.com/abstract=2808132",
  "source_pdf_sha256": "3515f2317ed9c1d33ae55d70467cdf1f6c4e350065ea6a887d5d7619599ad7d2"
 },
 "isBasedOn": [
  {
   "@id": "https://wulfkaal.github.io/claims/2808132-011"
  },
  {
   "@type": "CreativeWork",
   "name": "Generative AI as a Disruptive Innovation: Implications for Marketing Strategic Transformations",
   "url": "https://doi.org/10.17323/fstig.2025.24831"
  }
 ],
 "batch_id": "kaal-review:2026-07-31:streaming-etl-0008",
 "review_provenance": "https://kaal-signal-desk.wulf577462.chatgpt.site/#review",
 "publicationStatus": "public",
 "recordTypeNote": "Dated commentary position extending a scholarly corpus claim. Not a verbatim claim extracted from the paper.",
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/positions/index.json"
 },
 "version": "1.0",
 "canonical_url": "https://wulfkaal.github.io/positions/2026-07-31-7322",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7322.md",
 "candidateId": "kaal:response-draft:2026-07-31:7ef7d8e0a26e4d025314",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.3834,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: disruptive, innovation, firms. Scope: incumbents already burdened by existing rules; disruptive entrants operating outside or partly outside those rules.",
 "sourceProvenance": {
  "source": "crossref",
  "sourceRecordId": "10.17323/fstig.2025.24831",
  "queryId": "concept:b5ce5d92d4b5",
  "queryText": "AI agent governance",
  "canonicalUrl": "https://doi.org/10.17323/fstig.2025.24831",
  "doi": "10.17323/fstig.2025.24831",
  "externalIds": {
   "DOI": "10.17323/fstig.2025.24831",
   "Crossref": "10.17323/fstig.2025.24831"
  },
  "retrievedAt": "2026-07-31T20:34:02.256Z",
  "providerPage": 7,
  "rawObservationSha256": "dcba82e204974e7cbd9f695e68787494e07fec74fd0d924b53ba969369e04020",
  "inputSnapshotSha256": "95f3c3e1638ca36a1683b7a07036b5ed8191ad7a1549b24a5ebff941a468f5ce",
  "inputLine": 1623,
  "chunkId": "crossref-00007",
  "workId": "work:doi:10.17323/fstig.2025.24831",
  "workAuthors": [
   "Emad Abou Elgheit"
  ],
  "workPublishedAt": "2025-03-16",
  "identityKeys": [
   "doi:10.17323/fstig.2025.24831",
   "crossref:10.17323/fstig.2025.24831",
   "url:https://doi.org/10.17323/fstig.2025.24831",
   "title:08da8531f090e8c033efce75",
   "proposition:bea1a81f4c30c8bab2a4daea45f8778154f175989a2686d41facf80b351c3c05"
  ],
  "sourceProposition": "This study is the first to apply the theory of disruptive innovation to the use of generative AI at small marketing firms.",
  "sourcePropositionSha256": "feb00370d81f7583bc996981af5fa6d64e0ff6f2bdd4bf7ce76e1e2374440fbd",
  "sourcePropositionIndex": 2,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2808132-011",
    "claimUrl": "https://wulfkaal.github.io/claims/2808132-011",
    "rank": 1,
    "confidence": 0.3834,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disruptive, innovation, firms. Scope: incumbents already burdened by existing rules; disruptive entrants operating outside or partly outside those rules.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2740477-009",
    "claimUrl": "https://wulfkaal.github.io/claims/2740477-009",
    "rank": 2,
    "confidence": 0.3834,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disruptive, innovation, firms. Scope: disruptive products or services that fall outside or evade the existing regulatory framework.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2740477-010",
    "claimUrl": "https://wulfkaal.github.io/claims/2740477-010",
    "rank": 3,
    "confidence": 0.3834,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disruptive, innovation, firms. Scope: incumbents perceive a threat from disruptive firms; incumbents remain subject to rules the entrants avoid.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2957645-002",
    "claimUrl": "https://wulfkaal.github.io/claims/2957645-002",
    "rank": 4,
    "confidence": 0.3763,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, first, apply. Scope: regulation of innovative products and markets; existing regulatory framework built on stable rules.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-030",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-030",
    "rank": 5,
    "confidence": 0.3343,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, marketing. Scope: competitive market with entrenched centralized providers.",
    "ambiguous": true
   }
  ]
 },
 "userAffirmation": "I affirm batch kaal-review:2026-07-31:streaming-etl-0008, SHA-256 469be3af77a43b8a86f52c2e8253882abdefc7a0da53c392329c3cb8a11e8160, as written and authorize publication of all 250 response claims on my canonical property, preserving their evidence levels, ambiguity labels, provenance, and the unchanged 5,033 scholarly claims.",
 "sha256": "d7a5f745f77cc6044a7734900316c443eacb20cea4d558b35709d70a5c841693"
}
