From understanding the work to improving it.
AI transformation is a working relationship. We help manufacturers discover the right starting point, build around existing systems, and carry the solution into daily use with clear controls and ownership.
- Phase 01
Discover & map
Understand the work before deciding what to change.
We work with the people who run the process: the buyer checking a receipt, the accountant matching a payment, the engineer interpreting an RFQ. We map the handoffs, examine representative documents, and trace where information is read, changed, and approved.
What this phase produces
- An observed workflow and system map
- Representative documents and known exceptions
- A baseline for effort, turnaround, or another agreed measure
- Initial data access and deployment requirements
- Phase 02
Advise
Choose a first use case with a clear operational purpose.
We assess the benefit, integration effort, and constraints of each candidate workflow. Together we choose the scope, agree what success looks like, and set milestones around the actual work. Private deployment requirements and local model choices are part of this decision from the start.
What this phase produces
- A prioritized set of opportunities
- An agreed first scope and acceptance criteria
- A deployment and integration recommendation
- Clear assumptions, dependencies, and responsibilities
- Phase 03
Build & integrate
Connect a complete workflow to your real systems.
We connect document sources, business rules, model capabilities, and the systems of record. Your team reviews working increments as the workflow takes shape. Approval gates, exception handling, and traceable outcomes are built into the first complete flow.
What this phase produces
- A working flow from source input to proposed action
- Connections scoped to your ERP and other systems
- Approval and exception review steps
- The agreed hosting configuration, including local models where selected
- Phase 04
Validate
Measure the result against the way the business runs.
We test representative work and difficult exceptions with the people who will use the solution. Validation includes document interpretation, proposed changes, permissions, and recovery when a dependency fails. A staged rollout follows the acceptance criteria you agreed, with a clear path to pause or adjust.
What this phase produces
- Results against the agreed acceptance criteria
- Reviewed edge cases and exception behavior
- Validated approval and system-write controls
- A staged rollout plan and operating guidance
- Phase 05
Operate
Keep the solution useful as your operation changes.
We agree how the solution will be monitored, supported, and maintained. Operational reviews look at the queue, exceptions, and business outcomes to decide what needs attention and where the next improvement belongs. For self-hosted deployments, access and support stay within the boundaries agreed with your team.
What this phase produces
- Defined ownership, support, and escalation paths
- Monitoring and maintenance arrangements
- Documentation for day-to-day operation
- A next-step plan informed by actual use
The decisions that shape the delivery.
Scope, timing, and support are agreed for each engagement. These principles guide the work throughout.
Start with an operational outcome.
Tie the work to a decision, handoff, or recurring task that your team can measure. Let the manufacturing need shape the technology.
Make private intelligence a real choice.
100% private, self-hosted options and local model integration are available. We define the data boundary and evaluate the selected configuration before rollout.
Keep judgment where it belongs.
Make approvals explicit. Give reviewers the source evidence, proposed action, and reason for an exception so they can make an informed decision.
Use evidence to decide what comes next.
Our solutions are live with US manufacturers. For your engagement, success is assessed against your documents, systems, and agreed operating measures.
Bring us your bottleneck.
An inbox full of invoices. An RFQ waiting on engineering. An ERP process held together by spreadsheets. Let’s find the right place to start.