Frequently asked questions

We begin with the business problem, users, existing systems, constraints, and the decision the first release needs to support. The output is a clearer scope and an agreed next step.

Yes, where the repository, environment, and ownership can be reviewed. An assessment should cover dependencies, deployment, observability, security, and the cost of change.

The delivery approach can support both. The important difference is usually the workflow, permissions, onboarding, support model, and measurement plan, not a label.

AI can help interpret varied language or documents. Deterministic software is usually better for exact calculations, permissions, state transitions, and rules that must be consistent.

Cost depends on scope, uncertainty, integrations, platforms, quality requirements, data work, and ongoing hosting or third-party services. Numeric ranges require an agreed scope and commercial assumptions.

Ownership, source repositories, licensing, access, and handover are written into the project agreement. Marketing copy should not replace those terms.