# One Function or Many? The Case For and Against Unified AI Integrity Management Two earlier pieces in this series have laid out the conceptual and institutional case. AI Integrity: a Critical Frontier argued that AI integrity is becoming to intelligent systems what cybersecurity became to software. The Case for AI Integrity Management as a Formal Enterprise Function mapped the landscape of existing disciplines — ethics, compliance, cybersecurity, operational reliability — and argued that the structural logic of convergence is real. This third paper asks whether a unified function is desirable in principle and achievable in practice. Would a unified AI Integrity Management function produce genuine operational benefits, or would it mostly be a reorganisation on paper — the same specialists doing the same work under a new letterhead? Card: https://integralmanagement.ch/atlas-reader/fichas/T886/ Source publication: https://tegrity.ai/one-function-or-many-the-case-for-and-against-unified-ai-integrity-management/ RELATIONSHIPS One Function or Many? The Case For and Against Unified AI Integrity Management → Autoridad de decisión documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-5/#r-6932d27aa3c6de2f Other card: https://integralmanagement.ch/atlas-reader/conceptos/C26/ One Function or Many? The Case For and Against Unified AI Integrity Management → Activación de misión documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-7/#r-4a3298ecefb63a47 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C37/ One Function or Many? The Case For and Against Unified AI Integrity Management → Federación de capacidades documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-10/#r-ca53ed7ee4408783 Other card: https://integralmanagement.ch/atlas-reader/conceptos/C51/ One Function or Many? The Case For and Against Unified AI Integrity Management → Función federada de integridad documenta el concepto. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-15/#r-c4b9aec738bebb3a Other card: https://integralmanagement.ch/atlas-reader/conceptos/C88/ Tiger Team Models → One Function or Many? The Case For and Against Unified AI Integrity Management analogy only. An integrated mission team and a federated integrity function solve different coordination problems and need not share the same governance structure. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-37/#r-5a29daacbea4bb9b Other card: https://integralmanagement.ch/atlas-reader/fichas/N1274/ The Case for AI Integrity Management as a Formal Enterprise Function → One Function or Many? The Case For and Against Unified AI Integrity Management documented use. An integrity function can coordinate common decision conditions while retaining the distinct authority and expertise of its constituent disciplines. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-8c56202d94f0b815 Other card: https://integralmanagement.ch/atlas-reader/fichas/T878/ Tiger Team Models → One Function or Many? The Case For and Against Unified AI Integrity Management analogy only. A mission team and a federated integrity function can share explicit decision interfaces without requiring the same organizational structure. Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-38/#r-98bf921786b078ba Other card: https://integralmanagement.ch/atlas-reader/fichas/N1274/ Japan Enterprise Architecture Function → One Function or Many? The Case For and Against Unified AI Integrity Management editorial comparison. For a complementary reading, see [A federated model for AI Integrity Management](https://tegrity.ai/one-function-or-many-the-case-for-and-against-unified-ai-integrity-management/). Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-42/#r-d830dc71c21a8709 Other card: https://integralmanagement.ch/atlas-reader/fichas/E1554/ The Case for AI Integrity Management as a Formal Enterprise Function → One Function or Many? The Case For and Against Unified AI Integrity Management editorial comparison. For a complementary reading, see [The case for and against a unified function](https://tegrity.ai/one-function-or-many-the-case-for-and-against-unified-ai-integrity-management/). Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-44/#r-8a0697e7478678db Other card: https://integralmanagement.ch/atlas-reader/fichas/T878/ One Function or Many? The Case For and Against Unified AI Integrity Management → The Semantic Tug-of-War: The Turf War for AI Oversight and the Case for “AI Integrity Management” editorial comparison. For a complementary reading, see [The institutional turf war around AI oversight](https://tegrity.ai/the-semantic-tug-of-war-the-turf-war-for-ai-oversight-and-the-case-for-ai-integrity-management/). Relationship: https://integralmanagement.ch/atlas-reader/relaciones/pagina-44/#r-a2319404757b6b79 Other card: https://integralmanagement.ch/atlas-reader/fichas/T888/