{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/positions/2026-07-31-7321",
 "identifier": "kaal:position:2026-07-31-7321",
 "additionalType": "https://wulfkaal.github.io/positions/schema.json#AffirmedPositionClaim",
 "name": "Streaming Generative Ai As A Disruptive Innovation Implications For Marketing Stra 5A8681E28F",
 "text": "Generative AI as a Disruptive Innovation: Implications for Marketing Strategic Transformations presents the following source proposition: The data was analyzed using the Natural Language Processing (NLP) and thematic analysis techniques. This proposition is pertinent to Kaal's source-bound claim that Because formal rulemaking takes months and often years, regulators are still processing the previous product launch while new products reach the market, and new regulations pertaining to an innovative product can be obsolete before they are finalized. 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": [
  "dynamic-regulation",
  "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: 0.4242.",
  "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:2808132-023",
  "url": "https://wulfkaal.github.io/claims/2808132-023",
  "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/2808132-023"
  },
  {
   "@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/2026-07-31-7321",
 "canonicalForm": "https://wulfkaal.github.io/positions/2026-07-31-7321.md",
 "candidateId": "kaal:response-draft:2026-07-31:479214ce565a9ebc9cbe",
 "evidenceLevel": "abstract indexed",
 "reviewTier": "moderate-confidence claim review",
 "mappingConfidence": 0.4242,
 "mappingAmbiguous": true,
 "mappingMethod": "idf-weighted multi-field mapping v1",
 "mappingWhyRelevant": "Shared high-information concepts: disruptive, innovation, data, processing. Scope: multi-month or multi-year regulatory procedures; fast product launch cycles.",
 "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:2a8e3c9c60dfff8d6cc42c762ca056f83befe6ce323b1ec406c9d0899c05d2bc"
  ],
  "sourceProposition": "The data was analyzed using the Natural Language Processing (NLP) and thematic analysis techniques.",
  "sourcePropositionSha256": "880cd9e30659339a2a5e2619cdfd4656cfbd6c23d3fb8916df21069f173533e6",
  "sourcePropositionIndex": 1,
  "claimMappings": [
   {
    "claimId": "kaal:claim:2808132-023",
    "claimUrl": "https://wulfkaal.github.io/claims/2808132-023",
    "rank": 1,
    "confidence": 0.4242,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disruptive, innovation, data, processing. Scope: multi-month or multi-year regulatory procedures; fast product launch cycles.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:5095633-030",
    "claimUrl": "https://wulfkaal.github.io/claims/5095633-030",
    "rank": 2,
    "confidence": 0.3606,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: innovation, marketing, data. Scope: competitive market with entrenched centralized providers.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2808132-001",
    "claimUrl": "https://wulfkaal.github.io/claims/2808132-001",
    "rank": 3,
    "confidence": 0.3447,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disruptive, innovation, data. Scope: environments of exponential disruptive innovation; where data on emerging trends precedes settled facts.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2808132-002",
    "claimUrl": "https://wulfkaal.github.io/claims/2808132-002",
    "rank": 4,
    "confidence": 0.3447,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disruptive, innovation, data. Scope: existing regulatory framework relying on stable and presumptively optimal rules; environment of exponential disruptive innovation.",
    "ambiguous": true
   },
   {
    "claimId": "kaal:claim:2808132-003",
    "claimUrl": "https://wulfkaal.github.io/claims/2808132-003",
    "rank": 5,
    "confidence": 0.3447,
    "method": "idf-weighted multi-field mapping v1",
    "whyRelevant": "Shared high-information concepts: disruptive, innovation, data. Scope: exponential rather than incremental innovation; traditional information-dependent rulemaking processes.",
    "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": "1582e170ff6b5c9aad3249b806475b5919bd3b2cb9402c521e240b6a35333404"
}
