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Custom AI and development

Build the system the workflow actually needs.

Custom AI, automation, integrations, and business software with a clear architecture, review gates, and maintainable handoff.

Delivery systemExample workflow
FrameOutcome, constraints, and riskSCOPE
BuildSmall reviewable incrementsSHIP
OperateDocumentation and ownershipHANDOFF
Scope, deliverables and pricing

Resolve the hardest assumption before a full build.

Review the engagement before starting a conversation. Final scope, fees and delivery dates are confirmed in a written proposal.

A useful fit
A repeated manual process, missing integration or unsuitable tool is costing your team time and effort.
First engagement
A bounded discovery or prototype engagement around one workflow and its most important technical assumption.
What you receive
A workflow and architecture brief, a scoped prototype where agreed, acceptance checks and a recommendation for the next build decision.
What we need from you
Example inputs and desired outputs, user roles, system access, constraints, data permissions and a decision owner.
How we review the work
Agree representative tasks and failure cases before building. Review the demonstration and documented limitations before approving further development.
What determines the quote
Discovery and subsequent build milestones are quoted separately. Complexity, integrations, migration and assurance needs drive the quote. Hosting, API usage and maintenance are listed explicitly.
Timing
Milestones and customer review dates are agreed in the proposal. A prototype is not automatically a production release.
Scope and exclusions
The agreement defines source-code ownership, third-party licenses, deployment, warranty if any and ongoing support. Maintenance and additional scope are not assumed to be included.
Explore the service

Start with the system type—not a technology shopping list.

Each engagement begins with the workflow, data boundaries, operational owner, and measurable acceptance criteria.

AI inside clear boundaries.

Design retrieval, model, prompt, review, and fallback behavior around a specific business workflow.

  • Data and model boundaries
  • Human review paths
  • Evaluation and fallback criteria
Delivery

A short path from scope to owned action.

The sequence stays visible so expectations, authorization, evidence, and ownership do not disappear inside the engagement.

  1. 01

    Frame

    Define the decision, users, data, constraints, and success checks.

  2. 02

    Prototype

    Validate the hardest workflow and technical assumption.

  3. 03

    Deliver

    Build in reviewable increments with acceptance evidence.

  4. 04

    Transfer

    Document operation, ownership, and the next release path.

What leaves the room

Know what the engagement delivers.

  • Architecture decisions
  • Working increments
  • Verification evidence
  • Operational handoff
Discuss a build
Next step

Bring the workflow. We will frame the system.

A useful first conversation covers users, inputs, decisions, integrations, and ownership.

Discuss a build