Services
Choose a review of an existing system, a build with defined deliverables, or ongoing support. The options below include typical deliverables and pricing ranges.
Choose the closest starting point. Scope, schedule, and commercial structure are finalized case by case.
Start here when you need to decide what to build, repair, or integrate before committing to implementation.
Start here when the problem is defined and you need a working application, integration, or automated workflow.
Substantial custom platforms or MVPs often begin around $12,000+, depending on scope. Not every project will fit this planning range.
Start here when an existing system needs maintenance, troubleshooting, and a clear owner for incremental improvements.
Planning ranges are not fixed quotes. We agree on scope and terms case by case; price depends on integrations, data quality, security requirements, urgency, and support needs. Fixed-price, milestone, hourly, and retainer arrangements may be used depending on the project.
We define the deliverables, acceptance criteria, and handoff before implementation. Project pricing reflects the agreed scope, complexity, risk, and delivered capability.
I use AI-assisted development where useful and remain responsible for requirements, architecture, technical decisions, validation, security, testing, and deployment.
Examples of situations these engagements can address.
Start with the current workflow, agree on the scope, and define how we will verify the result.
Start with the workflow, the bottlenecks, the users, and the manual work that is actually costing time or revenue.
Map the system, data movement, rules, edge cases, AI/data boundaries if relevant, and handoffs before choosing what gets automated.
Implement the workflow, integration, UI, backend, dashboard, assistant, or internal tool needed to make the system usable in real work.
A project may need several of these capabilities to deliver the agreed result.
A bounded architecture that connects capability, workflow, evaluation, and human handoff.
Retrieval, grounded assistants, APIs, and operational integrations with explicit system boundaries.
Cloud infrastructure, delivery paths, and ownership boundaries that hold up after launch.
VIFG production delivery on AWS plus enterprise platform and infrastructure experience.
Reviewable flows that move state and information while keeping decisions and exceptions visible.
DGM-style multi-step orchestration, API integration, queues, persistence, and data pipelines.
Explicit access boundaries, validation, tests, observability, and evaluation criteria.
Enterprise security work, production quality gates, and RAGeATM refusal and grounding evaluation.
A deployable system with clear interfaces, delivery ownership, documentation, and a practical path to maintenance.
Applications, dashboards, integrations, and automation designed around the real operating workflow.
Related work
Send the current workflow, constraints, and desired outcome. We can decide whether a focused review, scoped build, or ongoing stewardship is the right fit.
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