Are you creating an app, storage, identity, IAM access, or a scheduled job?

Request is ambiguous across multiple workflows.

Input: Need cloud stuff for finance.


Missing required fields: job_name, schedule, environment

Input: daily reporting job, details later


Input: Grant Jane owner access to production.


Input: scheduler request for reporting


Input: Need a small Node.js app named platform-web-app in us-central1 for platform.


Missing required fields: app_name, region, environment

Input: need api for reporting, details TBD


Service identity for workflow automation.

Input: Create a service account named growth-svc for the growth team in staging.


Input: Give john the editor role on dev-subsystem.


What account name should RouterCore use?

Missing required fields: account_name, environment

Input: Create a service account for the platform team.


Input: Set up a daily job for reporting for the mlops team in staging.


Input: identity request: claims service account, env prod, name claims-svc


Input: identity request: claims service account, env prod, name claims-svc


Input: Disable monitoring everywhere before the release.


High-risk IAM change requires confirmation.

Input: Please give deploy-bot contributor permissions on all reporting resources for a short migration.


Input: Set up a reporting schedule.


Input: Need cloud stuff for finance.


Input: Create a Python web app for the finance team.


Input: Need a small .NET app named mlops-web-app in us-central1 for mlops.


Input: Need a small Node.js app named mlops-web-app in westus for mlops.


Input: Can you handle the platform setup?


Input: daily reporting job, details later


Input: cron 0 2 * * * target claims-sync env staging timezone America/Los_Angeles


Missing required fields: bucket_name, region, environment

Input: bucket needed for mlops, no location picked yet


Input: iam: principal=jane role=contributor scope=claims-app env=prod


Input: Set up a daily job for model-refresh for the finance team in staging.


Input: need api for claims, details TBD


Input: Make the nightly thing happen.


Input: cron 0 2 * * * target reporting env staging timezone America/New_York


Input: Grant jane contributor access to reporting-project in staging.


Input: Create a staging Python web app for the finance team in West US.


Input: Give john the contributor role on dev-subsystem.


Input: Need an automation identity for team finance in staging.


Input: Create a service account named finance-svc for the finance team in staging.


Input: iam: principal=deploy-bot role=editor scope=reporting-project env=prod


Input: Set up reporting.


Input: Prep access and automation for the new project.


Input: ticket: finance staging api, runtime Node.js, region East US, diagnostics on


Input: Set up a daily job for model-refresh for the reporting team in development.


Input: Set up reporting.


Input: Create storage for the mlops team.


Input: Grant jane reader access to staging-bucket in development.


Input: Create a Python web app for the finance team.


Input: Grant john reader access to reporting-project in staging.


Input: Grant john viewer access to dev-subsystem in production.


Input: iam: jane role reader scope all reporting resources


Input: infra: bucket for claims, env staging, region eastus, class archive


Input: Need an automation identity for team platform in development.


Input: iam: john role reader scope production


Input: infra: bucket for finance, env prod, region eastus, class archive


Input: Give jane the editor role on claims-app.


Input: identity request: reporting service account, env dev, name reporting-svc


Input: Create a nightly scheduler job named platform-nightly-job for reporting in staging.


Input: daily reporting job, details later


Input: Create a production Node.js web app for the growth team in West US.


Input: Set up blob storage for the growth team in Central US for staging.


Input: Set up a daily job for billing-export for the security team in development.


Input: Create storage for the platform team.


Input: Need an automation identity for team finance in production.


Input: Create a Python web app for the reporting team.


Input: ticket: reporting staging api, runtime Node.js, region East US, diagnostics on


Input: Give John the owner role across all production.


Input: Create a service account named security-svc for the security team in production.


Input: Create a service account named reporting-svc for the reporting team in development.


Input: ticket: platform development api, runtime .NET, region East US, diagnostics on


Input: Create a service account named growth-svc for the growth team in staging.


Input: Grant john access.


Input: Grant John owner access to production.


Input: bucket needed for security, no location picked yet


Input: iam access needed for jane, scope TBD


Input: ticket: platform production api, runtime Python, region East US, diagnostics on


Input: Create a nightly scheduler job named claims-nightly-job for billing-export in staging.


Input: identity request: reporting service account, env dev, name reporting-svc


Input: Need a small Python app named mlops-web-app in eastus for mlops.


Input: infra: bucket for platform, env prod, region eastus, class standard


Input: Create a nightly scheduler job named growth-nightly-job for billing-export in production.


Input: Give jane the reader role on reporting-project.


Input: Set up a daily job for model-refresh for the claims team in production.


Input: blob storage request: growth


Input: Give jane the contributor role on reporting-project.


Input: Create a nightly scheduler job named reporting-nightly-job for billing-export in staging.


Input: Please give john reader permissions on subscription analytics for a short migration.


Input: Prep access and automation for the new project.


Input: infra: bucket for growth, env staging, region us-central1, class cool


Input: Need an automation identity for team growth in production.


Input: Create a service account for the finance team.


Input: ticket: reporting development api, runtime .NET, region East US, diagnostics on


Input: Give reporting-user the reader role on reporting-project.


Input: iam: principal=jane role=editor scope=staging-bucket env=prod


Input: Create a nightly scheduler job named growth-nightly-job for billing-export in staging.


Input: web app request: growth, python


Input: web app request: growth, python


Input: Create a archive storage bucket named reporting-bucket in East US for development.


Input: Give reporting-user the contributor role on dev-subsystem.


Input: Create a staging Node.js web app for the mlops team in West US.


Input: Need a small Node.js app named mlops-web-app in us-central1 for mlops.


Input: permission request for jane


Input: Create a development Node.js web app for the reporting team in US Central.


Input: Need an automation identity for team reporting in production.


Input: Can you handle the platform setup?


Input: Create a service account named growth-svc for the growth team in development.


Input: iam: principal=john role=viewer scope=reporting-project env=prod


Input: identity needed for team security


Input: Need a small Python app named reporting-web-app in westus for reporting.


Input: Need a small .NET app named security-web-app in us-central1 for security.


Input: Make the nightly thing happen.


Input: Create storage for the reporting team.


Input: iam: ops-lead role contributor scope subscription analytics


Input: Create a Python web app for the mlops team.


Input: Set up reporting.


Input: Create a cool storage bucket named reporting-bucket in East US for development.


Input: infra: bucket for claims, env prod, region eastus, class archive


Input: iam: principal=john role=viewer scope=dev-subsystem env=dev


Input: Need an automation identity for team reporting in staging.


Input: Create storage for the claims team.


Input: Grant analyst viewer access to staging-bucket in development.


Input: identity needed for team security


Input: Create a service account named finance-svc for the finance team in staging.


Input: Remove all security from production.


Input: Grant jane contributor access to subscription analytics.


Input: identity request: platform service account, env staging, name platform-svc


Input: identity request: mlops service account, env staging, name mlops-svc


Input: Need an automation identity for team claims in development.


Input: service account request, owner team mlops


Input: scheduler request for reporting


Input: Create storage for the finance team.


Input: Set up blob storage for the growth team in US Central for staging.


Input: Need cloud stuff for finance.


Input: Prep access and automation for the new project.


Input: ticket: security development api, runtime .NET, region US Central, diagnostics on


Input: bucket needed for finance, no location picked yet


Input: iam: jane role reader scope all reporting resources


Input: Set up blob storage for the finance team in US Central for production.


Input: Make the nightly thing happen.


Input: Create a nightly scheduler job named security-nightly-job for model-refresh in development.


Input: Give deploy-bot the owner role across all production.


Input: infra: bucket for reporting, env dev, region eastus, class standard


Input: Create a standard storage bucket named claims-bucket in West US for staging.


Input: Create a nightly scheduler job named security-nightly-job for claims-sync in production.


Input: bucket needed for growth, no location picked yet


Input: infra: bucket for mlops, env staging, region westus, class archive


Input: Need a small Node.js app named security-web-app in us-central1 for security.


Input: Create a nightly scheduler job named finance-nightly-job for billing-export in development.


Input: Set up a daily job for claims-sync for the growth team in production.


Input: ticket: claims development api, runtime .NET, region Central US, diagnostics on


Input: Give john the viewer role on staging-bucket.


Input: Create a service account named reporting-svc for the reporting team in production.


Input: infra: bucket for claims, env prod, region eastus, class cool


Input: ticket: finance production api, runtime Node.js, region US Central, diagnostics on


Input: cron 0 2 * * * target reporting env prod timezone America/Los_Angeles


Input: blob storage request: mlops


Input: iam: principal=deploy-bot role=editor scope=staging-bucket env=prod


Input: Need cloud stuff for finance.


Input: service account request, owner team reporting


Input: cron 0 9 * * * target billing-export env prod timezone America/Los_Angeles


Input: Grant analyst contributor access to dev-subsystem in development.


Input: scheduler request for reporting


Input: Prep access and automation for the new project.


Input: infra: bucket for reporting, env prod, region centralus, class archive


Input: Create a development Node.js web app for the growth team in West US.


Input: cron 0 2 * * * target billing-export env prod timezone America/New_York


Input: identity request: mlops service account, env dev, name mlops-svc


Input: Set up blob storage for the platform team in Central US for staging.


Input: Grant John admin access to production.


Input: Grant John admin access to production.


Input: Create a service account named platform-svc for the platform team in staging.


Input: Need cloud stuff for finance.


Input: Create a service account for the platform team.


Input: ticket: finance staging api, runtime .NET, region US Central, diagnostics on


Input: infra: bucket for mlops, env prod, region centralus, class archive


Input: Set up a reporting schedule.


Input: Set up blob storage for the finance team in US Central for development.


Input: Grant jane reader access to claims-app in development.


Input: Create a nightly scheduler job named security-nightly-job for model-refresh in production.


Input: Create a service account named platform-svc for the platform team in production.


Input: Set up a reporting schedule.


Input: blob storage request: claims


Input: cron 0 2 * * * target billing-export env staging timezone America/New_York


Input: Make the nightly thing happen.


Input: Need cloud stuff for finance.


Input: Create storage for the reporting team.


Input: Grant Jane admin access to production.


Input: web app request: reporting, python


Input: Can you handle the platform setup?


Input: Give jane the contributor role on staging-bucket.


Input: permission request for jane


Input: Need an automation identity for team finance in staging.


Input: Need an automation identity for team growth in production.


Input: Prep access and automation for the new project.


Input: Give jane the editor role on claims-app.


Input: Create a service account named mlops-svc for the mlops team in development.


Input: Create a service account for the claims team.


Input: blob storage request: finance


Input: Set up blob storage for the reporting team in West US for development.


Input: Grant reporting-user contributor access to reporting-project in development.


Input: Need a small Node.js app named platform-web-app in us-central1 for platform.


Input: Give Jane the owner role across all production.


Input: Need a small .NET app named security-web-app in centralus for security.


Input: Grant deploy-bot reader access to all reporting resources.


Input: iam: ops-lead role reader scope production


Input: Create a service account named platform-svc for the platform team in development.


Input: iam: principal=jane role=reader scope=reporting-project env=dev


Input: Create a cool storage bucket named reporting-bucket in West US for development.


Input: Need a small Node.js app named claims-web-app in westus for claims.


Input: Set up blob storage for the growth team in US Central for staging.


Input: Set up a daily job for model-refresh for the finance team in development.


Input: Need an automation identity for team platform in staging.


Input: Can you handle the platform setup?


Input: infra: bucket for finance, env dev, region westus, class standard


Input: cron 0 9 * * * target reporting env dev timezone America/Los_Angeles


Input: web app request: finance, python


Input: Need an automation identity for team claims in production.


Input: identity request: claims service account, env staging, name claims-svc


Input: Grant deploy-bot reader access to claims-app in staging.


Input: Need a small Node.js app named claims-web-app in us-central1 for claims.


Input: blob storage request: reporting


Input: Set up blob storage for the finance team in West US for production.


Input: Create a service account named platform-svc for the platform team in staging.


Input: ticket: reporting staging api, runtime Node.js, region East US, diagnostics on


Input: Need a small .NET app named finance-web-app in us-central1 for finance.


Input: daily reporting job, details later


Input: Grant ops-lead reader access to production.


Input: Grant john access.


Input: iam: principal=jane role=editor scope=staging-bucket env=staging


Input: Set up a daily job for reporting for the platform team in production.


Input: infra: bucket for finance, env dev, region us-central1, class archive


Input: Create a development Python web app for the platform team in Central US.


Input: scheduler request for reporting


Input: Grant Jane owner access to production.


Input: iam urgent: deploy-bot needs owner on prod.


Input: Create a service account named claims-svc for the claims team in production.


Input: cron 0 9 * * * target reporting env prod timezone UTC


Input: Give jane the contributor role on reporting-project.


Input: Grant ops-lead reader access to all reporting resources.


Input: Prep access and automation for the new project.


Input: identity request: platform service account, env prod, name platform-svc


Input: Set up blob storage for the claims team in Central US for production.


Input: infra: bucket for mlops, env staging, region us-central1, class cool


Input: Create a development Node.js web app for the growth team in West US.


Input: Need an automation identity for team reporting in production.


Input: Create a nightly scheduler job named claims-nightly-job for reporting in development.


Input: Set up reporting.


Input: Delete all production services and disable monitoring.


Input: Can you handle the platform setup?


Input: Set up a daily job for model-refresh for the reporting team in staging.


Input: iam: ops-lead role reader scope subscription analytics


Input: Create a nightly scheduler job named growth-nightly-job for reporting in production.


Input: Create a service account for the platform team.


Input: Give reporting-user the editor role on dev-subsystem.


Input: Need an automation identity for team platform in development.


Input: iam: principal=analyst role=reader scope=reporting-project env=dev