Expertise / 03

AI integrations & web applications

Custom web application development and AI integrations for business workflows. Scope useful tools, connect APIs, and validate a working prototype.

Custom applicationsAI integrationsWorkflow tools

The approach

Start with what you need to achieve.

The starting point is the work someone needs to get done. We build applications around that task and evaluate where AI can help, what information it needs, and when a person should review the result.

Custom web applications

Create focused interfaces for customer journeys, internal tools, and business processes that need more than a standard website.

AI-enabled workflows

Integrate model services for tasks such as drafting, summarization, and information assistance, with behavior scoped to your use case.

Connected processes

Link applications and APIs to reduce repeated steps and make information available at the point where it is needed.

Prototypes & validation

Test a small working version, examine its usefulness and failure cases, and use that evidence to decide what to develop further.

From idea to delivery

A defined scope. A useful result.

We agree the work and its deliverables before development begins. A typical engagement may include:

  • A defined use case and application scope

  • A working application or agreed prototype

  • Integration and configuration notes

  • Validation of key workflows and known limitations

Where we can help

A starting point for your next project.

  • A repeated task needs a purpose-built tool
  • You have an AI use case to validate
  • A web application needs to connect with existing services

Tell us what you are working on, what you already have, and where you need support.

Discuss your project

Planning your project

Common questions.

How do you decide whether AI belongs in a workflow?

We look at the task, the information available, the consequences of errors, and how a person would review the result. A small evaluation can help establish whether an AI feature is useful and what limits, privacy considerations, and operating costs it introduces.

Can a custom web application connect to our existing tools?

Integrations can be scoped around the APIs and access supported by your existing systems. We consider authentication, data mapping, validation, and failure handling alongside the interface people will use.

Can we start with a prototype?

Yes. A focused prototype can test an important workflow or AI use case before a larger build. We agree what it should demonstrate, which examples to evaluate, and what remains outside its scope so you can make an informed next decision.