Freelance AI Integration & Automation Developer
AI features with a clear job to do.
I integrate AI and automation into web and mobile products when they address a concrete workflow: finding information, processing documents or preparing repetitive work for review. The feature is scoped together with its data access, operating cost and failure behavior.
Who this is for
A clear scope before the first line of code.
For teams that already know which repeated task is consuming time, or products that need a focused assistant connected to their own information. We start with one use case and examples of what a good result looks like.
A defined workflow
Agree on inputs, expected outputs, examples and where a person reviews the result. Determine whether AI is necessary or ordinary software would be more reliable.
Integration into your application
Connect the model or automation service to the existing interface, API and approved data sources, with application-level access controls.
Failure and cost handling
Plan timeouts, retries, usage limits and fallback paths. Check representative examples and make limitations visible where users make decisions.
Start with your workflow.
Share your workflow and current application so I can assess the integration. Public case studies on this site cover web, mobile and commerce engineering; a dedicated AI case study is not currently published.
Before we work together.
Can you add an assistant to an existing product?
Yes, subject to reviewing the application's architecture and data access. We first define the assistant's task, permitted information and actions, and how users can recover when the answer is unhelpful.
Will a chatbot always give correct answers?
No. Generative models can produce incorrect answers. A useful integration needs representative evaluation, clear boundaries and appropriate human review or fallbacks.
What affects the operating cost of an AI feature?
Model choice, request volume, input size, retrieval infrastructure and external services all contribute. Usage expectations and spending limits should be part of the implementation scope.
Tell me what you want to build.
Send the problem, must-have features, timeline and budget range. We can agree on the next step from there.