Managed cloud
Hosted client workspace
Authorized employees sign in to a separated client workspace while approved cloud services run the workflow. This can provide strong model capability and reduce local infrastructure maintenance.
AI systems · hosted & managed deployments
Secure client access with the system actively managed behind it.
Hosted and hybrid deployments can give employees a straightforward client portal while Randall Automation Works maintains the configured workflow, access boundaries, knowledge sources and service health under a defined support agreement.
Three practical delivery patterns
The portal experience can remain consistent while the processing and information boundary change to fit the organization.
Client cloud
Client-owned hosted environment
Where practical, the client owns the cloud tenant, model account or usage billing while Randall Automation Works configures and manages the application under delegated access.
Hybrid managed
Local machine with managed portal access
A client-owned machine can perform sensitive retrieval or model processing locally while the portal provides authenticated access, workflow coordination and an approved management channel.
What the managed portal can provide
A portal is more than a branded chat window. It is the controlled entry point to a client-specific workflow.
- Individual user identities and role-appropriate access
- Separated client workspaces and knowledge sources
- Purpose-built tools, prompts, forms and output formats
- Source links, review queues and human approval steps
- Usage limits, cost visibility and activity records
- Secure credential handling and replaceable provider connections
- A support path for employees and administrators
- The ability to revoke access without rebuilding the underlying workflow
Managed service responsibilities
Ongoing support is defined rather than implied, so the client knows what is monitored and what remains its responsibility.
Service monitoring
Review availability, workflow failures, integration health, latency and unusual usage within the limits of the support plan.
Controlled improvements
Version prompts, tools, retrieval settings and business rules; test representative cases; and document material changes before release.
Knowledge maintenance
Support approved source updates, index refreshes, ownership practices and handling for outdated or conflicting information.
Access and security review
Periodically review users, roles, service credentials, remote-management access, retention settings and third-party dependencies.
Usage and outcome reporting
Report agreed measures such as volume, exceptions, model or service usage, employee review and observed operational value.
Employee support
Provide documented support and training within defined hours, response expectations and out-of-scope boundaries.
Security and client separation
Hosted does not mean casually placing every client behind the same chatbot. Identity, information and management boundaries are designed explicitly.
- Least-privilege access and multi-factor authentication where supported
- No cross-client knowledge retrieval or shared client credentials
- Encryption in transit and service-appropriate storage controls
- Secrets kept outside source code
- Client-owned accounts and keys when practical
- Documented retention, backup and deletion practices
- No use of client information to train public models without authorization
- Logs and alerts proportionate to the sensitivity and support plan
Managing a client-owned local machine
For a hybrid deployment, the client machine remains part of the client environment while approved management is performed through a secure, identity-aware pathway.
- No open public administrative ports
- Client-approved administrator identities and revocable access
- Outbound or identity-aware connectivity appropriate to the design
- Patch, health, backup and capacity checks
- Separation from operational-control networks and safety-critical systems
- Documented fallback behavior when the portal or Internet is unavailable
- Client visibility into material changes and support activity
Model usage and third-party costs
Hosted services may use metered model, storage, email, identity or integration services. The commercial structure should keep those costs visible.
Client-owned usage
The client can pay model or platform usage directly through its own account while management is billed separately.
Included allowance
A managed package may include a stated level of usage, with limits and any overage treatment agreed in advance.
Local processing
A hybrid machine can reduce some model charges, but hardware, electricity, maintenance and eventual replacement still count toward total cost.
A managed service still keeps people in control
The system can retrieve, organize, draft, validate and route work. Consequential actions remain subject to the permissions and human approval defined for the engagement.
A practical next step
Bring the workflow that keeps causing friction.
An initial conversation can help determine whether the right next step is a process change, focused code, systems integration or carefully configured AI.