Working remotely with clients worldwide
Add one useful AI feature to the application you already run.
You may need one AI feature rather than a separate agent. I can help assess and connect provider APIs for summaries, assisted drafting, document questions or structured information extraction. We agree on the input, expected output and limits before adding it to your website or application.
Discuss your project
Portfolio evidence · separate from concept artwork
Project examples
There isn't a published case study for this specific service in my current portfolio. I won't present a concept illustration as completed client work. Send your requirements and we can discuss the approach and any relevant experience I can share.
Browse the full website portfolioWhat the work can include
- Feature and provider feasibility review
- Backend connection with private credential handling
- Input validation and agreed output format
- Usage budgets, request limits and failure feedback
- Representative test cases and configuration handover
We agree on the deliverables, timeline and price before development starts.
Define what useful output looks like
A summary, draft and extracted record need different checks. We agree on examples and acceptance criteria, then test against representative material rather than judging the feature from one successful prompt.
Agree on data and cost boundaries
We identify which data may be sent to a provider and review its settings with your business. Credentials stay in appropriate server-side configuration. Usage caps, request sizes and paid account ownership are decided before rollout.
Give the application a fallback
A model request can fail or return an unusable answer. We define error feedback, safe retries and when a person reviews the output. Changes to prompts or providers should be checked against the same test cases.
Before we start
Can this work with our existing website?
I can assess React, Next.js, Angular, PHP and WordPress setups. Hosting and backend capabilities determine how the feature is connected.
Do we need to train a custom model?
Not necessarily. We first assess the task, available content and suitable API features. A custom training project is a separate scope, not assumed here.
Are API fees included?
Development and ongoing provider charges are different. Your business approves the provider account, budget and usage limits before launch.
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