Resources / Services

Activation services that move from fit review to implementation planning.

TwinEdge services help customers assess data readiness, connect a first source, activate an asset class or workflow, deploy TwinEdge OS where needed, and transfer the operating loop to customer teams through governed implementation material.

Services accelerate the first operating loopScope the source, prove the asset class, validate governance, and transfer the workflow to operations.ASSESSMENTOPERATIONAL HANDOFFDiscoverSourcesMapAssetsPilotWorkflowEnableUsersOperateSupportGovernance and evidence railDiscovery, source access, model fit, activation, enablement, security review

Discovery

Readiness

Source access

Pilot workflow

Implementation review

Handoff

Services are scoped around operational activation and controlled customer handoff.

Platform in action

Activation resources by stage

Public service descriptions explain the engagement model. Customer-specific source maps, runbooks, support bundles, and handoff evidence stay protected.

Workflow

Activation flow

Connect industrial sources, build trusted context, govern recommendations, and turn approved decisions into operational work.

Assess fit and readiness

Identify source systems, data availability, operational pain, security constraints, deployment pattern, and the first workflow worth proving.

Activate a focused workflow

Connect a source, map context, validate readiness, configure governed recommendations, and route approved action into work, field, reports, APIs, or MCP.

Transfer and expand

Deliver customer runbooks, support bundles, evidence, training, and rollout planning through authenticated access, then expand across sites and modules.

Capabilities

Service packages

Implementation review

Review operating boundaries, customer-controlled access, source connection options, identity, credential handling, approval paths, and audit expectations.

DataOps readiness

Assess source quality, tag coverage, schema readiness, model mapping, graph context, and validation gaps for the first operational workflow.

TwinEdge OS deployment

Support edge, no-cloud, hybrid, local dashboards, collector, OT Bridge, and site support-bundle patterns when plant connectivity requires it.

Workflow activation

Configure a focused use case such as maintenance, water operations, manufacturing OEE, quality, energy, lab, compliance, or field execution.

API/MCP enablement

Prepare authenticated API/MCP product catalogs, governance, rate limits, audit surfaces, and external client access for approved customer teams.

Handoff and rollout

Transfer runbooks, support bundles, evidence packs, training, success measures, and expansion planning to customer teams.

Customer-only handoff

Implementation artifacts stay behind authenticated access

Services can be described publicly, but the artifacts produced by services often contain customer-specific source maps, architecture details, and evidence.

Public

Service stages, engagement outcomes, activation examples, review paths, and expected enterprise handoff model.

Customer-only

Runbooks, deployment notes, tenant catalogs, source mappings, support bundles, evidence packs, and API access details.

Governed handoff

Artifacts are handed off through authenticated access, authorized roles, approval records, and customer-controlled storage patterns.

Engineering controls

Public resources without public tenant access.

TwinEdge explains product value, user guidance, and adoption paths publicly while keeping tenant catalogs, credentials, support bundles, private service endpoints, and customer data behind authenticated access.

Authenticated API surfaces

Live API/MCP catalogs, test runs, external clients, audit feeds, and API keys require an authenticated customer or partner account.

Tenant-scoped data

Operational context, graph objects, telemetry, recommendations, and evidence are scoped by tenant, role, permission, and deployment boundary.

No public secrets

Credentials, source connection details, customer runbooks, and support artifacts are not published on public resource pages.

Governed action

Recommendations remain read-only first and move through validation, approval, audit, and replay before operational execution.

Outcomes

Services outcomes

Teams get the context, controls, and execution path needed to move from noisy industrial data to approved operational action.

Operations sponsors

Prove one workflow with real source context and measurable operational value before expanding scope.

IT and OT teams

Resolve source access, deployment, security, identity, and support expectations before production rollout.

Implementation teams

Receive the runbooks, evidence, training, and support bundles needed to operate the platform after activation.

Connected platform

Service resource boundaries

Services engagements define scope, deliverables, access paths, and support expectations before implementation begins.

Public pages explain product scope, operating options, governance concepts, resource paths, and customer value without exposing tenant implementation details.

Authenticated customer access is used for tenant-specific API catalogs, MCP tools, API keys, implementation runbooks, support bundles, and evidence packages.

DataOps source mappings, graph context, validation results, and operational evidence stay scoped to the customer tenant and authorized roles.

API and MCP access is not an open public console; live calls require authentication, tenant scope, permissions, rate limits, and audit trails.

Implementation planning and customer-specific review can be handled through controlled disclosure and commercial engagement.

Free developer tools can be public utilities, but production connectors, enterprise integration paths, and customer data access remain governed.

Evaluate TwinEdge

Move from product fit to implementation planning.

Start with an activation discussion, then deliver tenant-specific artifacts, API access, and runbooks through authenticated customer channels.