Quality & engineering
Reviews wait on scattered evidence.
Connect the relevant records, route exceptions and preserve the human sign-off for quality reviews or engineering changes.
Manufacturing / Workflow implementation
For manufacturing teams with a recurring quality, engineering or supplier workflow that is ready to move beyond a prototype.
Discuss a manufacturing workflow
Where the work stalls
The workflow needs a trigger, approved inputs, decision rules, review points and a person who owns the result.
Quality & engineering
Connect the relevant records, route exceptions and preserve the human sign-off for quality reviews or engineering changes.
Operations & supply chain
Scope a recurring supplier review or operational handoff with a clear input, output and measurable handling-time baseline.
IT & business systems
Resolve permissions, networking, tool access, ownership and recovery behavior before a workflow touches production.
Start with a paid diagnostic
AI Workflow Diagnostic
A fixed-scope engagement to map the work, establish a value baseline and assess readiness for implementation. Every deliverable should remove an uncertainty from the decision.
Scope a diagnosticThe scope and fee are agreed before work begins.
Diagnostic outputs
Trigger, inputs, systems, rules, output, human review and accountable owner.
Representative test conditions, quality criteria, failure modes and expected operating costs.
Readiness review, workflow diagram, launch scope and prioritized backlog. Build, simplify or stop.
If the diagnostic supports a build
A 30-day implementation engagement for one agreed workflow.
The offer covers one deployed workflow and the operating model to reuse what works: permissions, ownership, adoption, handoff and measurement. If there is no production-worthy workflow within the agreed scope, the deliverable is a no-build recommendation and prioritized backlog.
Scope, access and acceptance criteria are agreed before implementation. A diagnostic does not commit you to a sprint.
The next step
Tell Michael who owns it, what repeats
and what currently
prevents it from working.