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AI deployment · three connection patterns

Three ways to connect AI—without hiring an AI team

AI can be connected through an API, hosted in a data centre of your choice, or deployed on equipment in your own environment. The right pattern depends on data sensitivity, budget, timeline and infrastructure; iGears defines the data route, permissions and external services before selecting models.

This iGears service is planned as a practical Asia-Pacific delivery programme aligned with the organisation’s workflows, data, responsibilities and existing systems. Final scope, timing and APAC pricing are confirmed during discovery, with pricing quoted separately in USD.

  • API routing: fastest start and usage-based cost
  • Hosted: choose a suitable regional data-centre and control model
  • On-site: model and application server in your own environment
  • Start with one workflow pilot

At a glance

What does this service include?

This iGears service is planned as a practical Asia-Pacific delivery programme aligned with the organisation’s workflows, data, responsibilities and existing systems. Final scope, timing and APAC pricing are confirmed during discovery, with pricing quoted separately in USD.

Typical scope
API routing: fastest start and usage-based cost · Hosted: choose a suitable regional data-centre and control model · On-site: model and application server in your own environment
Delivery approach
We clarify goals, current workflows, data, permissions and integrations before phased design, validation, rollout and handover. Final scope is confirmed during discovery.

Three connection patterns

From fastest access to highest control

Patterns can be combined in stages—for example, prove a workflow through an API, then move sensitive processing to hosted or on-site infrastructure.

1. AI API routing

Use one API route for available text, image-understanding, image-generation and tool or MCP connections, with usage-based cost. Providers, terms, data routes and billing are confirmed during solution design.

Best fit: rapid testing, lower-sensitivity work or comparing several models.

2. Hosted deployment

Host the application, model or controlled data layer in a data centre chosen for the market and requirements, without buying hardware. Network, backup, access and external services are documented.

Best fit: greater control without building an internal GPU operations team.

3. On-site deployment

Deploy the LLM and application server in your environment, including restricted or offline operation where the selected model, licence and architecture allow it. Hardware, updates, backup and maintenance ownership are defined.

Best fit: highly sensitive data, restricted networks or the highest control requirement.

Which option fits?

Use sensitivity, budget and timeline for the first decision

FactorAPI routingHostedOn-site
Data sensitivityLow to medium; confirm external API routeMedium to high; define hosting and accessHigh; retain in a controlled organisation environment
Upfront budgetLower; begin by usageMedium; based on hosting and computeHigher; hardware and maintenance required
Time to launchFastestMediumLonger; installation, testing and handover
Internal IT loadLowerShared through the hosting and service scopeHighest; operations ownership must be explicit

Provider availability

Confirm availability before committing the architecture

Model availability, enterprise plans, features and provider terms change by market. This planning summary is not a legal statement about third-party terms; every provider and data route is confirmed before connection.

Market check

Confirm that the selected provider, model and enterprise plan are available for the customer’s market and organisation type.

Do not assume that a consumer login or a service available elsewhere is supported for the project.

Data-route check

Document where prompts, files, logs, backups and support access can travel.

Include regional residency and organisational policy requirements.

Commercial check

Confirm billing entity, currency, usage limits, support and exit terms in the quotation.

Third-party availability is rechecked before order placement.

Last updated: 2026-08-27

Define during design

Location alone is not enough—define access, records and exit

Data route

List input, storage, model processing, logs, backups and every external service.

Identity and permissions

Limit data, tools and administration by role, including joiner, mover and leaver handling.

Human review

Keep named review and escalation for external publication, sensitive decisions and low-confidence output.

Change and exit

Document model updates, spend limits, export, deletion and service termination.

FAQ

Frequently asked questions

Common questions about hardware, residency, offline operation, provider choice and maintenance.

Map the data route before choosing the model or machine

Bring one workflow, its data sensitivity, budget and IT constraints; iGears can compare the three patterns and propose a staged route.