Agree the boundary
Choose a business outcome, the first workstream, acceptance criteria, and the systems the team may access. Make exclusions explicit.
The Mottobits operating model
AI helps us move. Evidence earns your trust.
Senior judgment, useful automation, and a visible delivery rhythm. You should be able to see what changed, why it changed, and what was checked.
Scope + acceptance criteria
Establish the baseline
Record existing behavior, representative performance, test data, and the gaps that make change risky.
Build and verify
Use approved AI tools for bounded work. Review the diff, run meaningful checks, and inspect evidence before merging.
Demonstrate and hand over
Show a working increment, decisions, blockers, and the next priorities. Keep code and operating knowledge with your team.
AI-assisted, human-accountable
More than generated code.
AI is part of the workflow, not the evidence that a change is correct.
Bounded context
Agree approved tools and data handling. Use minimal context, synthetic examples where possible, and access scoped to the task.
Independent expectations
Start from behavior and acceptance criteria. Tests should prove a requirement, not repeat the implementation they were generated from.
Human review
A named engineer owns each change. Generated code, tests, migrations, and configuration receive relevant review and validation.
Honest reporting
Separate observed results from assumptions. Report checks that did not run, unstable tests, unproven hypotheses, and remaining gaps.
Founder-led
Adnan Rafiq
.NET performance expert and technical leader, based in the Boston area.
I bring hands-on .NET engineering and architecture judgment to a team built for practical delivery. Mottobits combines that leadership with offshore engineering capacity and specialist Dynamics 365 expertise.
Our public writing and open delivery artifacts let you assess the thinking before starting an engagement.
Start with a real problem
Let’s make the next release a better one.
Bring one slow workflow, one risky release, or one difficult integration. We’ll find a sensible first step.