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title: Build and Deploy
subtitle: 'Improve delivery, security, and operations as Voice AI traffic grows'
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These capabilities focus on operational maturity: faster releases, secure automation, team access controls, and platform governance.
Diagnose call flow, routing, and media behavior quickly.
Ship scenario updates through repeatable CI/CD workflows.
Secure automation with scoped, non-human credentials.
Delegate control-panel access by role and team.
Control spend, plans, and financial operations.
Build web and native calling clients on Voximplant SDKs.
Automate provisioning and operations from server-side tooling.
Run provisioning and operations through backend APIs.
Explore additional guides and references.
Debug and troubleshooting workflows help teams resolve routing, media, and runtime issues quickly in production.
* Use IDE and debugger tools to iterate faster on scenario behavior.
* Review logs systematically to reduce time-to-resolution.
* Standardize troubleshooting runbooks across teams.
#### Debug links:
* [VoxEngine IDE guide](https://voximplant.com/docs/guides/voxengine/ide)
* [Scenario troubleshooting guide](https://voximplant.com/docs/guides/troubleshooting/scenarios)
Voxengine-ci makes scenario delivery repeatable so teams can ship and manage updates with less operational risk.
* Move from manual updates to CI/CD-driven deployments.
* Standardize promotion from staging to production applications.
* Keep scenario and routing changes auditable in source control.
#### Voxengine-ci links:
* [VoxEngine CI guide](https://voximplant.com/docs/guides/voxengine/ci)
* [voxengine-ci on GitHub](https://github.com/voximplant/voxengine-ci)
Service accounts are the foundation for secure API automation in production teams.
* Separate non-human automation access from user accounts.
* Use role-based permissions to scope what automation can do.
* Improve auditability and credential governance.
#### Service account links:
* [Management API basics](https://voximplant.com/docs/getting-started/basic-concepts/management-api)
* [Management API authorization guide](https://voximplant.com/docs/guides/management-api/authorization)
Sub-users let teams collaborate in the control panel with clear ownership and role-based access.
* Assign roles aligned to operations, QA, and engineering responsibilities.
* Reduce risk from shared admin credentials.
* Improve governance as teams and environments scale.
#### Sub-user links:
* [Subusers concept](https://voximplant.com/docs/getting-started/basic-concepts/subusers)
* [Child accounts guide](https://voximplant.com/docs/guides/management-api/child-accounts)
Billing controls help you forecast spend, control plan usage, and keep production operations predictable.
* Monitor balance and service usage as traffic grows.
* Plan capacity and spending across environments and teams.
* Align billing operations with deployment and scaling plans.
#### Billing links:
* [How billing works](https://voximplant.com/docs/getting-started/billing)
* [Billing API guide](https://voximplant.com/docs/guides/management-api/billing-api)
Client Media SDKs let your team ship browser and native app calling experiences that integrate directly with Voximplant users and call flows.
* Build app-based calling experiences for web and mobile channels.
* Reuse your telephony and routing architecture with SDK-authenticated users.
* Standardize app calling behavior across platforms.
#### Client Media SDK links:
* [IOS SDK reference](https://voximplant.com/docs/references/iossdk)
* [Android SDK reference](https://voximplant.com/docs/references/androidsdk)
* [React Native SDK reference](https://voximplant.com/docs/references/reactnative)
* [Web SDK reference](https://voximplant.com/docs/references/websdk)
* [Flutter SDK reference](https://voximplant.com/docs/references/fluttersdk)
Management SDKs and client libraries are the fastest way to operationalize account setup, routing changes, and scenario launch flows from backend systems.
* Use official API client libraries instead of hand-writing raw HTTP calls.
* Integrate provisioning and lifecycle tasks into CI/CD and internal tools.
* Keep deployment workflows consistent across staging and production.
#### Management SDK links:
* [Curl](https://voximplant.com/docs/references/httpapi)
* [Node.js](https://www.npmjs.com/package/@voximplant/apiclient-nodejs)
* [Python](https://pypi.org/project/voximplant-apiclient/)
* [PHP](https://packagist.org/packages/voximplant/apiclient-php)
* [Go](https://github.com/voximplant/apiclient-go)
The Management API lets you provision, control, and operate Voximplant resources from your backend systems.
* Automate application, user, routing, and scenario management.
* Start scenarios and conferences programmatically.
* Integrate platform operations into your existing backend workflows.
#### Management API links:
* [Management API basics](https://voximplant.com/docs/guides/management-api/basics)
* [Management API guide](https://voximplant.com/docs/guides/management-api)
* [Voximplant guides](https://voximplant.com/docs/guides)
* [Voximplant API references](https://voximplant.com/docs/references)