Services

Build a product, add an AI workflow, or improve an existing system.

I work with founders and teams on web applications, AI assistants, and existing codebases. We start with the problem, constraints, and first useful milestone, then agree on the scope and delivery plan.

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What I can help with

Start with the problem you need to solve. We can scope a focused improvement or a larger build.

Web apps and product development

Build a customer-facing product or internal tool, including the interface, accounts, data, payments, and integrations it needs.

  • Customer-facing web apps and SaaS products
  • Internal tools, dashboards, and admin interfaces
  • Authentication, billing, APIs, and data modeling
  • Deployment, monitoring, and documentation
AI assistants and workflow automation

Help people find answers in your content or complete tasks across your systems. Define what the assistant can access, which actions need approval, and how to evaluate its output.

  • Content search with retrieval and source citations
  • Tool integrations and multi-step workflows
  • Permissions, approval steps, and failure handling
  • Evaluation cases and usage monitoring
Focused help in this area
  • Private and local AI systems

    Choose what runs locally and what uses a hosted model based on your data, hardware, and integration needs.

  • Hermes and OpenClaw agent setup

    Configure skills, memory, permissions, schedules, and integrations for a personal or team agent.

  • Multi-step workflow automation

    Connect research, triage, or operations tasks with retries, checkpoints, and human approval for selected actions.

  • AI usage and cost review

    Review usage logs and evaluate model selection, caching, context size, and batching. Compare cost and output quality before recommending changes.

Codebase review and improvement

Identify bugs, architectural problems, and gaps in testing that make an existing product difficult to change. Prioritize fixes and implement the agreed work.

  • Code and architecture review with prioritized findings
  • Bug fixes, refactoring, and regression tests
  • Integration permissions and error handling
  • Review checkpoints and developer documentation
Focused help in this area
  • AI developer-tool setup

    Set up repository instructions, tool access, and review practices for teams using Claude Code, Codex, Cursor, or Copilot.

  • AI evaluation and monitoring

    Define test cases, track regressions, and add monitoring to understand how an AI feature behaves after changes.

How the work happens

We agree on scope, review working software, and plan the handoff and any ongoing support.

1

Understand the problem

We discuss users, constraints, existing systems, and what the first useful result should do.

2

Agree on the scope

We agree on deliverables, milestones, responsibilities, and the risks to investigate.

3

Build and review

I share working software and code changes for review, explain tradeoffs, and use your feedback to guide the next steps.

4

Launch and hand off

We check the agreed release criteria, document the system, and arrange any ongoing support separately.

Ways to work together

Choose a focused review, a defined project, or ongoing support.

Consulting

A focused review of a technical question, architecture, or proposed AI feature, with written recommendations.

Ideal for

Founders and technical leads deciding what to build or change

  • Architecture and implementation reviews
  • AI feasibility and rollout planning
  • Product and delivery tradeoffs
  • Written recommendations and prioritization
  • Written follow-up after sessions
Project-based

A defined build or improvement with agreed deliverables, milestones, and review points.

Ideal for

Teams with a product or system change ready to scope

  • Project scope and milestone plan
  • Implementation and code review
  • Working demos and progress checkpoints
  • Agreed launch checks and post-launch fixes
  • Documentation and a walkthrough for your team
  • Source code ownership at handoff
Ongoing support

Continued development, maintenance, and technical planning, with capacity and response expectations agreed in advance.

Ideal for

Teams that need continued work on an existing product

  • Reserved time for development and advice
  • Agreed communication and response expectations
  • Ongoing bug fixes, maintenance, and improvements
  • Roadmap planning and technical prioritization
  • Developer-tool setup and documentation

Not sure where to start?

Explore your project with the AI assistant, or send me a message about what you need. You can also book a 30-minute introductory call.

Book an introductory call