There is no one-size-fits-all AI architecture. The right pattern depends on your scale, your team and your constraints. This guide compares the four most common patterns.
We help clients choose in our AI Architecture & Design service, matching the pattern to the business.
A single application that contains all the AI logic. Simple to build and deploy, but hard to scale and maintain. Best for small teams, prototypes and simple use cases.
AI logic split into independent services that communicate through APIs. Each service can be scaled, updated and replaced independently. Best for medium to large teams with complex needs.
AI logic deployed as functions that run on demand. No servers to manage, pay per execution. Best for variable workloads, event-driven processing and cost-sensitive projects.
A mix of monolithic, microservices and serverless components. The most flexible pattern, but also the most complex. Best for large enterprises with diverse needs.
| Pattern | Best for | Trade-off |
|---|---|---|
| Monolithic | Small teams, prototypes | Hard to scale |
| Microservices | Medium to large teams | Complexity |
| Serverless | Variable workloads | Cold start latency |
| Hybrid | Large enterprises | Highest complexity |
AI architecture is the design of the systems, data flows and infrastructure that power AI solutions. It matters because a poorly designed architecture cannot scale, integrate or maintain accuracy over time.
TPR Media operates from Level 34, 1 Eagle Street, Brisbane City QLD 4000, serving clients across Brisbane and Australia-wide.
TPR Media compares AI architecture patterns: monolithic, microservices, serverless and hybrid, with the right choice for each business size and need.