Production Commitment
Validated pilots do not create production leverage by themselves. The real decision is whether leadership is ready to redesign work, ownership, and governance around one live workflow.
Production Commitment is the operating-model engagement that converts validated use cases into a production system with named owners, redesigned workflows, and the first version of your constraint library.
The problem Production Commitment solves
Most teams know the use case they want, but they have not yet redesigned the workflow, manager cadence, escalation path, or measurement model that makes it stick. Production Commitment closes that gap. If ownership is still unclear, begin with Decision Clarity.
Who Production Commitment is built for
This offer is built for COOs, CIOs, CTOs, and business-unit leaders who already have a validated use case and need to commit one operating workflow to production. If AI is already live across multiple teams and the main challenge is executive oversight, move to Compounding Returns.
EUR 250K-750K
6-12 months
What is included
- Workflow redesign and production KPI definition.
- Target architecture and deployment hardening.
- Manager operating model with adoption accountability.
- Constraint Library v1 covering approvals, rejections, escalations, and protected exceptions.
Deliverables in detail
- Production Workflow Blueprint — the future-state workflow with decision rights, exception handling, and business accountability.
- Manager Cadence — routines, reviews, and escalation points that keep the workflow alive after launch.
- Constraint Library v1 — the first durable record of what the business approves, rejects, escalates, and protects in the target workflow.
- Production KPI Stack — metrics tied to speed, margin, quality, or decision quality, not vanity adoption signals.
How the work is sequenced
- Months 1-2: workflow selection, architecture hardening, and operating-model design.
- Months 3-8: build, launch, manager enablement, and constraint capture in live conditions.
- Months 9-12: stabilization, KPI review, transfer, and preparation for scale.
Frequently asked questions
Can we start here without Decision Clarity?
Yes, if leadership has already completed an equivalent ownership and go/no-go exercise. We need that clarity before production work starts.
What makes this different from a systems integrator?
Production Commitment installs the management system around the workflow: owners, cadence, constraints, and KPI logic. It is not just implementation labor.
What comes after this?
Once one workflow is live and measured, the next step is usually Compounding Returns to govern scale and value capture.
Client pattern — Industrial manufacturer, 6,000 employees
A mid-cap industrial manufacturer had validated 3 AI use cases in quality inspection but could not move any to production. The operations team lacked a production workflow, manager cadence, and constraint library. Production Commitment redesigned the first workflow in 4 months, trained 28 line managers, and delivered a constraint library that reduced exception handling time by 40%. The workflow reached stable production in month 7.
Need to decide the right next step for your AI program?
Share your current context, ownership questions, and urgency. We review requests within 24 hours and recommend the right path.
- Clarify the next executive decision
- Identify the right entry point
- Avoid committing capital before ownership is clear
Contact TokenShift to redesign one workflow for real production use.