Decisions first. Evidence throughout. Ownership at launch.
Every engagement is shaped around the actual problem and authority of the system. Scope, commercial terms, ownership, licensing, support, acceptance, and operational responsibility are defined in writing for that engagement.
- 01
Discover
Understand the business problem, current workflow, systems, data, security constraints, ownership, and decision context.
Representative outputs
- Problem definition
- Workflow and stakeholder map
- Evidence and access needs
- 02
Design
Define the target experience, architecture, authority, dependencies, acceptance criteria, implementation sequence, and operating model.
Representative outputs
- Architecture direction
- Delivery scope
- Acceptance and governance requirements
- 03
Build
Implement the agreed system in controlled increments, integrating AI and deterministic software according to the design.
Representative outputs
- Working increments
- Documented decisions
- Integration and operating setup
- 04
Validate
Test material behavior against written criteria, record limitations, and resolve issues before launch decisions.
Representative outputs
- Acceptance evidence
- Known limitations
- Launch recommendation
- 05
Launch & Operate
Release, transfer access and knowledge, and optionally continue under a separately defined managed-operations scope.
Representative outputs
- Launch and handover
- Training and documentation
- Optional operating agreement
Defined for the engagement — never implied by the website.
Price structure, timeline, acceptance, intellectual property, licenses, third-party services, data handling, support, warranty, change control, and handover vary by scope. The applicable proposal and agreement control those terms. Optional managed operations are documented separately.