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Set the operating boundarywithout surrendering authority.

The same Work can run in a Managed, Dedicated, or customer-controlled deployment. Choose where models, data, integrations, and operations live while Evidence, authority, history, and Settlement remain coherent.

ManagedDedicatedLicensed

Deployment

Change the environment, not the Work.

Where AI runs matters. So do the systems it can reach, the data it can use, the models it can call, and the people responsible for operating the environment.

A Refund Review or a long-running program should not have to be redesigned because infrastructure custody changes. Indwel keeps the operating model separate from the business logic, evidence, approvals, and completion state of the Work.

Deployment models

Choose where the Work runs.

Indwel has one operating system with three delivery models: Indwel Cloud as managed SaaS, an Indwel-operated Dedicated environment, and Licensed software for customer-controlled cloud or on-premises infrastructure, where contracted. The operating boundary changes; Work, Evidence, authority, history, and Settlement remain coherent.

Comparison of Managed, Dedicated, and Licensed Indwel deployment modes.
Deployment comparisonOperating modelInfrastructure custody and operating responsibility. ManagedIndwel operatedShared cloud with enterprise isolation DedicatedDedicated environmentDedicated infrastructure and private connectivity LicensedCustomer operatedRuns inside customer-controlled infrastructure
Platform operationsIndwelIndwel, dedicated environmentCustomer or shared responsibility
Infrastructure custodyIndwel-managed estateCustomer-specific estateCustomer cloud or private infrastructure
IsolationTenant isolationDedicated environmentCustomer-defined environment
Network architectureManaged connectivityPrivate and customer-specific connectivityCustomer-controlled networking
Encryption & keysManaged controlsCustomer-specific optionsCustomer-controlled options
Release cadenceManagedCoordinatedCustomer-controlled
AI & integration capabilities
Model accessApproved managed models and endpointsApproved dedicated and private modelsCustomer-approved cloud, private, local, or external models
Private modelsBy configurationSupportedSupported
Local inferenceConstrained by managed boundaryOptional architectureNative deployment option
Air-gapped deploymentNot in standard ManagedSpecialized architectureSupported architecture
Enterprise integrationsManaged connectivityDedicated private connectivityCustomer-controlled connectivity
Core governanceThe same Work, controls, evidence, and audit history in every deployment
Conversation + durable WorkIncludedIncludedIncluded
Work Definitions + CatalogIncludedIncludedIncluded
Cognitive ContractsIncludedIncludedIncluded
Evidence controls + model boundariesIncludedIncludedIncluded
Cognitive GovernorsIncludedIncludedIncluded
Authorized tools + actionsIncludedIncludedIncluded
Settlement + audit historyIncludedIncludedIncluded
Commercial
Commercial modelPlatform subscription + consumptionAnnual committed deployment + capacity / consumptionSoftware license + support + deployment services
ImplementationConfigure & connectDesign & provisionArchitect, deploy & operate
Best fitFastest path to governed productionIsolation, residency, private connectivityDirect infrastructure control and complex topology requirements

Exact topology, service responsibility, regional and model availability, capacity, support, and commercial terms are established for the deployment being contracted.

Control beyond infrastructure

Infrastructure control is only the beginning.

Private networking, customer-managed keys, restricted egress, local inference, and disconnected operation answer where AI runs and how data moves.

Enterprise AI also needs clear policy for which models, data sources, connectors, and tools may be used; who can approve consequential actions; and what the system records when work is completed.

Infrastructure control protects the environment in which AI operates, while business authorization determines which consequential acts are permitted there. Indwel keeps both forms of control visible without confusing possession of the infrastructure with authority over the Work.

Indwel architecture

The operating boundary changes; the authority chain does not.

Tenant admission governs entry into the same Work architecture, while security and provider controls protect the inference venue independently of where the deployment is operated.

Enterprise operating entry
Enterprise Operating FoundationSaaS Control Plane
Enterprise Operating FoundationTenant and Principal Admission
Conversation and WorkUnity and Programmatic Surfaces
Conversation and WorkConversation and Work
Protected model use
Enterprise Operating FoundationSecurity, Privacy, and Provider Egress
Cognitive MachineryGoverned Inference Boundary

Explore the enterprise operating foundation

Access controls

Available does not mean authorized.

A model, data source, connector, or tool can exist inside the deployment and still be inappropriate for a particular task. Indwel narrows access through three familiar enterprise layers: technical availability, enterprise policy, then Work-specific authorization.

Use the right model inside the right boundary.

One workload may use an approved frontier model while another requires a private or local model because of data handling, jurisdiction, latency, or operating policy.

A deployment determines the technical options available, enterprise policy narrows those options to what the institution approves, and the governing Work establishes which of the approved capabilities may be used for the particular undertaking.

Degraded operation

Fallback should preserve policy.

Even a carefully designed environment must contend with regional outages, model timeouts, expired connector credentials, stale source systems, and external services that return an ambiguous result. Resilience therefore has to account for more than whether another endpoint is reachable.

Those failures should not silently relax model, data, network, or tool policy. If an approved alternative is authorized for the Work, Indwel may use it. Otherwise the Work can narrow, wait, ask for input, preserve progress, expose the dependency, or stop safely.

Crossing an unapproved boundary is not resilience. A fallback model, source, connector, or region still has to satisfy the security, data, policy, and business conditions that matter to the Work.

Operational proof

Know what ran under which controls.

The running environment never stands still: models are upgraded, keys rotated, connectors changed, software patched, and infrastructure moved as policies and business requirements evolve. Organizations need a record of the controls that actually applied to each consequential action, not merely a description of the environment they intended to operate.

Operational access and business approval remain separate. An infrastructure administrator may restart a runtime without gaining permission to approve a payment. An Indwel operator may maintain a Managed environment without becoming an approver of the customer’s business decisions.

After a consequential action, the organization should be able to reconstruct the environment, policy, approvals, and observed outcome that mattered.

Running state

Release, configuration, models, capabilities, integrations, and operating boundary.

Applied controls

Work Definition, evidence, contract, policies, approvals, and applicable constraints.

Observed outcome

Actions, results, failures, interventions, reconciliation, and Settlement.

Recover the Work, not just the data.

Backups, replicas, snapshots, queues, and disaster-recovery environments extend business state beyond the primary runtime. Residency and recovery plans should account for those copies—and for the governing state of unfinished Work.

Recovery should preserve what Work existed, which evidence and policies applied, what had been approved, what remained incomplete, which actions had been attempted, and what still remained before Settlement.

Portability

Move without rebuilding the Work.

Cloud providers, model providers, regulations, and operating requirements change. Work that begins in a Managed environment may later require dedicated infrastructure, private inference, customer-controlled operation, or an air-gapped boundary.

The organization should not have to reinvent the undertaking every time custody moves. Work identity, evidence, approvals, action history, and completion state should move with it.

Portability should preserve business state and controls—not merely data or compute.

Plan for exit from the start.

A portable deployment lets the organization change model providers, withdraw a capability, bring infrastructure under greater internal control, delegate more operation to Indwel, separate a business unit, absorb another, or end an operating relationship.

Not every transition is instant. Some require migration, reconciliation, controlled interruption, or deliberate treatment of Work already in flight. But changing custody should not discard the business state accumulated under the old arrangement.

Commercial path

Choose how Indwel runs.

Deployment begins with the operating boundary you need—not an artificial feature tier. The commercial engagement follows the infrastructure custody, isolation, capacity, support, and operating responsibility your organization requires.

Indwel Cloud · Private Beta now

Managed

Indwel handles provisioning, updates, monitoring, and capacity while your institution directs its Work, policies, connected systems, and approvals.

Platform subscription · consumption · enterprise supportLearn about Indwel Cloud →
Customer-specific environment

Dedicated

Indwel operates a dedicated environment shaped around your isolation, networking, jurisdiction, encryption, integration, and capacity requirements.

Annual commitment · dedicated environment · capacity / consumptionDesign a Dedicated environment →
Customer-controlled deployment

Licensed

Run Indwel in your cloud or private infrastructure, including local and air-gapped deployments where contracted.

Software license · support · deployment servicesDiscuss licensing →

Move the boundary without losing the Work.

Change infrastructure, model venue, operating responsibility, or custody while preserving the Work’s evidence, controls, open obligations, action history, and Settlement state.