AI development with Claude Code means using it to plan, build, debug, test, refactor, and document websites, Android apps, internal tools, calculators, integrations, and custom software projects.
The development is AI-assisted, but architecture, quality control, testing, security, accessibility, performance, and final decisions remain part of a disciplined human-led process.
Claude Code can inspect a codebase, understand project structure, generate implementation plans, write code, run tests, identify issues, refactor components, and document changes. The work still requires clear requirements, technical judgment, verification, and review.
The tool accelerates execution. It does not remove responsibility for the result
Eight kinds of project. Claude Code is not the right tool for every one of them every time, and the stack decision comes before the tooling decision.
Clean, responsive business websites built around clear content hierarchy, lead capture, SEO foundations, performance, and conversion.
Fast, secure, lightweight websites built with HTML, CSS, JavaScript, or an existing static stack. This site is one of them.
Focused landing pages for advertising, lead generation, product launches, appointments, campaigns, and specific offers.
SEO-focused calculators, generators, formatters, and interactive utility tools built around a clear user task.
Android utility applications built or improved using Kotlin, Jetpack Compose, Room, Hilt, WorkManager, DataStore, and related Android technologies.
Custom tools that help teams manage information, automate repeatable work, process data, or support internal operations.
Custom integrations connecting websites, CRMs, APIs, webhooks, AI models, and internal systems.
I use Claude Code to understand, debug, refactor, test, document, and improve existing projects without rebuilding everything unnecessarily.
Nine stages. Claude Code contributes to most of them and decides none of them. Skipping review and testing turns speed into risk.
Define the business goal, users, scope, functionality, constraints, integrations, and expected outcome.
Inspect the current architecture, technologies, dependencies, conventions, deployment, and known issues.
Break the work into clear tasks, dependencies, risks, acceptance criteria, and testing requirements.
Build features, layouts, interactions, integrations, data handling, and supporting logic.
Inspect generated and existing code for correctness, security, maintainability, accessibility, and consistency.
Run unit, integration, UI, responsive, browser, and manual tests where appropriate.
Reduce duplication, improve clarity, remove weak code, and align the implementation with project standards.
Prepare the production build, configure routing, preserve analytics, validate assets, and deploy safely.
Review errors, user behavior, performance, and operational feedback after launch.
Skipping review and testing turns speed into risk. Generation is the cheapest part of the process now, which makes the checks around it matter more, not less.
Projects where Claude Code was part of the build. Two are published on Google Play, the rest are live on the web. No project counts, speed figures, or productivity numbers are published, because I have not measured them.
Static nutrition calculator platform with multiple calculators, methodology content, legal pages, internal linking, responsive layouts, and automated testing. Built as a static site with a mega menu, search, sitemap, redirect rules, and Playwright browser tests.
HTML, CSS, JavaScript, PlaywrightAndroid health tracking utility with logging, charts, reports, reminders, and export. Published to Google Play under Technobi.
Kotlin, Jetpack ComposeAndroid utility with scanning, preview, recovery, and Play Store assets. Published to Google Play under Technobi.
Kotlin, Jetpack Compose
Studio website for the label the Android applications publish under.
Static build
Static marketing website with service, case study, blog, and conversion pages built around a single enquiry path.
Static buildThe full write-up sits in the Built with Claude Code case study
Claude Code is especially useful when the project already has clear design rules, content requirements, components, and acceptance criteria. Where those are missing, the first job is to write them, not to start generating.
Not every website should be built this way. Scope, stack and handover are decided in web design and development services
Claude Code can accelerate implementation, debugging, refactoring, test creation, and documentation. Android architecture, lifecycle behavior, permissions, background work, API compatibility, security, and Play Store requirements still need careful review.
Only technologies actually used in shipped work are listed here.
These are the areas where a wrong answer ships to users and shows up as a crash, a rejected release, or a privacy problem.
Blood Pressure Monitor, published to Google Play
Recover Photos and Videos, published to Google Play
A calculator is not finished when the formula works. The page still needs to be understandable, trustworthy, responsive, and searchable.
Search visibility for these pages is handled through SEO and organic growth services
I built a Node.js integration server connecting the GoHighLevel API with an AI model. Contacts, pipelines and workflows can be managed programmatically inside a live client account.
Documented endpoints, versioned, with authentication handled server side.
Inbound events verified before anything acts on them.
Fields matched deliberately rather than assumed to line up.
Actions recorded so a change can be traced back to its trigger.
Failures stop rather than partially apply.
An AI model should never hold unrestricted access to a client account. It proposes, the server validates, and only approved actions run.
An audit helps separate structural problems from isolated bugs. Rebuilding a project that has three fixable issues is expensive and usually loses working behavior nobody documented.
Five levels, from a build that compiles to a release that behaves. I do not treat successful code generation as successful delivery.
Which levels apply depends on the project. A prototype does not need level five, and a production release is not finished without it
Claude Code can help identify risks, but responsibility for security still sits with the implementation and review process. No review process makes software completely secure, and I do not claim one.
Generated code is a draft until somebody has read it
A prototype proves the concept. A production system needs a stronger standard. Confusing the two is how a demo ends up serving real users.
Built to answer a question, not to carry real users. Scoped so the throwaway parts are obvious.
Smaller than the full product, held to the same standard as production for the parts that do exist.
The standard is agreed before development starts. I do not quote a launch date before the scope is defined, because the answer would be a guess presented as a commitment.
This service is a better fit when the requirements, users, scope, and desired outcome can be defined clearly. Where they cannot, the first piece of work is defining them.
The result is not just faster code generation. It is development connected to the actual business and user requirement.
My technical background helps me reason about architecture, data flow, code quality, testing, and system behavior.
I have worked with websites since 2018 across WordPress, static development, responsive design, SEO, performance, and deployment.
I build Android apps using Kotlin, Jetpack Compose, local databases, background work, notifications, widgets, and release workflows.
I understand landing pages, SEO, paid traffic, CRM, lead follow-up, booking, analytics, and reporting.
I use Claude Code to accelerate implementation while keeping review, testing, and technical decisions under human control.
Seven stages. The first three happen before any code is generated, which is usually what decides whether the rest goes well.
I review the goal, users, current system, required functionality, constraints, integrations, content, and expected outcome.
I review the existing codebase or select the most suitable stack for the project.
I define what will be built, what is excluded, how success will be tested, and which risks need attention.
I build the approved features, layouts, data handling, integrations, and supporting logic.
I test functionality, responsive behavior, accessibility, performance, security risks, and edge cases.
I prepare the production build, routing, environment, analytics, tracking, and deployment.
I document important setup, code structure, workflows, deployment steps, and future maintenance requirements.
Short answers. Anything specific to your codebase is worth a call, where I can look at the actual project.
It is a development workflow where Claude Code helps inspect codebases, plan changes, write code, run commands, create tests, debug issues, refactor files, and document work. Human review and technical decision-making remain essential.
I use Claude Code for business websites, static websites, landing pages, calculators, utility tools, Android apps, internal tools, APIs, integrations, prototypes, testing, debugging, and existing-codebase improvements.
Yes, it can support the complete implementation of a website. The final quality still depends on requirements, design direction, content, responsive behavior, accessibility, SEO, testing, and review.
Yes. I use it to support Kotlin and Jetpack Compose development, debugging, testing, refactoring, documentation, and implementation. Android architecture, permissions, lifecycle behavior, compatibility, and release requirements still require platform knowledge.
Yes. I can audit the project, understand the current structure, identify issues, fix bugs, add features, improve responsive behavior, refactor code, add tests, and document changes.
No. It accelerates development tasks, but requirements, architecture, testing, security, product decisions, review, and accountability still require a developer.
AI-generated code is not automatically secure. It must be reviewed for validation, permissions, data handling, authentication, secrets, dependencies, error handling, and production configuration.
Yes. Testing may include build checks, linting, unit tests, integration tests, UI tests, responsive checks, accessibility review, functional QA, and production validation depending on the project.
Yes. I can build a prototype to test an idea or an MVP containing the essential production features. The scope and quality standard are defined before development.
Yes. I can build interactive calculators, generators, formatters, and other utility tools with validation, responsive interfaces, SEO foundations, explanations, and testing.
Yes. Integration work may involve APIs, webhooks, Node.js, data mapping, authentication, validation, logging, error handling, and connections with CRMs or AI models.
Yes. I can review the existing structure, CSS, components, responsive behavior, accessibility, performance, SEO, content hierarchy, and technical quality before redesigning or refactoring it.
Yes. I can support agencies with websites, landing pages, app development, debugging, responsive fixes, integrations, testing, documentation, and client delivery.
The timeline depends on scope, functionality, stack, content, integrations, existing code quality, approvals, testing requirements, and deployment needs.
Code ownership and repository access are defined in the project agreement before work starts, so both sides know what transfers on delivery.
No. I use it when it improves the development process. The project requirements and technology still determine the workflow.
I can review your idea, existing codebase, required functionality, technology, integrations, testing needs, and deployment requirements before defining the right development approach.