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Audit role-mapping policies and test privileged resource access regularly. This option addresses a different situation (zero-trust versus trusted network premise), in which a new employee receives broad application access merely because their laptop connects to the corporate Wi-Fi. It is not the best response here because AI compute location and software controls determine whether sensitive training data crosses a prohibited boundary. The relevant diagnostic or acceptance evidence in this case concerns: a data-flow review confirms training and inference inputs remain in the approved environment.

Test disabled accounts, least privilege, and audit trails across environments. This option addresses a different situation (hybrid identity portability), in which a company wants users to move between private and public workloads while maintaining access governance. It is not the best response here because AI compute location and software controls determine whether sensitive training data crosses a prohibited boundary. The relevant diagnostic or acceptance evidence in this case concerns: a data-flow review confirms training and inference inputs remain in the approved environment.

Record offline control-plane limits in the availability plan. This option addresses a different situation (cloud control-plane dependency), in which remote workloads are expected to continue local operations even when the cloud management console is temporarily unreachable. It is not the best response here because AI compute location and software controls determine whether sensitive training data crosses a prohibited boundary. The relevant diagnostic or acceptance evidence in this case concerns: a data-flow review confirms training and inference inputs remain in the approved environment.

Measure cross-boundary data volumes and egress charges by processing job. This option addresses a different situation (cloud egress cost of analytics), in which a reporting application repeatedly reads several terabytes of private data back from a public-cloud location to an on-site analytics cluster. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

Test application behavior with the WAN disconnected and measure maximum tolerable decision latency. This option addresses a different situation (edge sensor inference under outage), in which an automated manufacturing line must perform safety-related inference even when its WAN link is unavailable. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

Collect utilization by hour and compare burst duration with always-on owned capacity. This option addresses a different situation (bursty short-lived rendering workload), in which a media team needs hundreds of additional compute instances for a few hours each month but little extra capacity the rest of the time. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

A snapshot sharing production administrative exposure may not survive an attacker who can delete or encrypt it. This option addresses a different situation (immutable cyber recovery copy), in which an organization relies on writable live snapshots alone as its ransomware recovery strategy. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

Moving large data between cloud and site can make transfer costs and latency dominate a nominally inexpensive compute tier. This option addresses a different situation (cloud egress cost of analytics), in which a reporting application repeatedly reads several terabytes of private data back from a public-cloud location to an on-site analytics cluster. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

A cloud-only inference dependency cannot meet an offline edge decision requirement when connectivity fails. This option addresses a different situation (edge sensor inference under outage), in which an automated manufacturing line must perform safety-related inference even when its WAN link is unavailable. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

A user from one tenant is denied access to another tenant's protected resources in test. This option addresses a different situation (multi-tenant blast radius), in which unrelated customers share management resources without clear tenant scoping for administrative actions. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

An isolated recovery exercise restores data from a separately protected copy after production credentials are disabled. This option addresses a different situation (immutable cyber recovery copy), in which an organization relies on writable live snapshots alone as its ransomware recovery strategy. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

Transfer invoices and flow logs show the large repeated outbound movement. This option addresses a different situation (cloud egress cost of analytics), in which a reporting application repeatedly reads several terabytes of private data back from a public-cloud location to an on-site analytics cluster. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

Design local autonomy and recovery procedures for the exact control-plane failure case. This option addresses a different situation (cloud control-plane dependency), in which remote workloads are expected to continue local operations even when the cloud management console is temporarily unreachable. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

Agree on the actual operating boundaries and assign an accountable party for each required control. This option addresses a different situation (shared responsibility confusion), in which a client expects a cloud consumption contract to relieve it automatically of application configuration and data classification duties. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

Prepare a consistent multiyear TCO and cash-flow model with explicit assumptions. This option addresses a different situation (cost comparison unit mismatch), in which a steering committee compares the monthly price of a cloud VM against an on-prem server purchase without support, facilities, licences or operations. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

Test tenant separation, model access and retention before production. This option addresses a different situation (large language model data locality), in which an AI team wants to fine-tune with sensitive documents but may not send training data to a public shared service. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

Record offline control-plane limits in the availability plan. This option addresses a different situation (cloud control-plane dependency), in which remote workloads are expected to continue local operations even when the cloud management console is temporarily unreachable. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

Review the responsibility matrix whenever services or deployment models change. This option addresses a different situation (shared responsibility confusion), in which a client expects a cloud consumption contract to relieve it automatically of application configuration and data classification duties. It is not the best response here because being on an internal network is not sufficient evidence of identity or entitlement to sensitive resources. The relevant diagnostic or acceptance evidence in this case concerns: a device with an unauthorized role is refused restricted application access despite LAN connectivity.

Validate hypervisor and accelerator passthrough compatibility, licensing, and service-level latency. This option addresses a different situation (virtual machine versus bare metal), in which a licensed latency-sensitive workload needs direct accelerator and driver access while the default design assumes every service must be a VM. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

Measure cross-boundary data volumes and egress charges by processing job. This option addresses a different situation (cloud egress cost of analytics), in which a reporting application repeatedly reads several terabytes of private data back from a public-cloud location to an on-site analytics cluster. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

Identify operating-system, state, and service-discovery assumptions before selecting a target runtime. This option addresses a different situation (cloud-native versus lift-and-shift), in which a legacy monolith is proposed for containers but has hardcoded node identities and writes session state to local disks. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

Comparison across incomplete cost boundaries can favor an option for reasons unrelated to true total cost. This option addresses a different situation (cost comparison unit mismatch), in which a steering committee compares the monthly price of a cloud VM against an on-prem server purchase without support, facilities, licences or operations. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

A snapshot sharing production administrative exposure may not survive an attacker who can delete or encrypt it. This option addresses a different situation (immutable cyber recovery copy), in which an organization relies on writable live snapshots alone as its ransomware recovery strategy. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

A virtualization layer provides consolidation but may impose compatibility or resource-scheduling constraints for a specific workload. This option addresses a different situation (virtual machine versus bare metal), in which a licensed latency-sensitive workload needs direct accelerator and driver access while the default design assumes every service must be a VM. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

A responsibility matrix identifies the client and provider owner for each control. This option addresses a different situation (shared responsibility confusion), in which a client expects a cloud consumption contract to relieve it automatically of application configuration and data classification duties. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

A user from one tenant is denied access to another tenant's protected resources in test. This option addresses a different situation (multi-tenant blast radius), in which unrelated customers share management resources without clear tenant scoping for administrative actions. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

An isolated recovery exercise restores data from a separately protected copy after production credentials are disabled. This option addresses a different situation (immutable cyber recovery copy), in which an organization relies on writable live snapshots alone as its ransomware recovery strategy. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

Apply identity-aware least-privilege access and device posture checks where supported. This option addresses a different situation (zero-trust versus trusted network premise), in which a new employee receives broad application access merely because their laptop connects to the corporate Wi-Fi. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

Design federation and scoped authorization rather than copying shared administrator credentials between clouds. This option addresses a different situation (hybrid identity portability), in which a company wants users to move between private and public workloads while maintaining access governance. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

Agree on the actual operating boundaries and assign an accountable party for each required control. This option addresses a different situation (shared responsibility confusion), in which a client expects a cloud consumption contract to relieve it automatically of application configuration and data classification duties. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

Include restart and replica-failover tests for any stateful component. This option addresses a different situation (container stateless elasticity), in which web API containers scale horizontally but each replica incorrectly stores customer state on its own ephemeral local filesystem. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

Test tenant separation, model access and retention before production. This option addresses a different situation (large language model data locality), in which an AI team wants to fine-tune with sensitive documents but may not send training data to a public shared service. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.

Report both measured RPO and RTO for each business service. This option addresses a different situation (disaster recovery RPO versus RTO), in which a customer asks for a five-minute recovery point but assumes that means the business application will be usable within five minutes too. It is not the best response here because management-plane connectivity and application execution can have different availability dependencies depending on architecture. The relevant diagnostic or acceptance evidence in this case concerns: a disconnected test shows documented business processing continues while new management operations are delayed.