Inflect Systems/SAP / MES bridges
Close the loop between orders and the floor.
SAP knows what should happen. The floor knows what actually happened. I bridge the gap: job and order flow, MES execution, CMMS maintenance, downtime, production feedback, and the weird spreadsheets people still trust because they work.
The system of record is not always the system of work.
A plant often has two truths: the clean one in the enterprise system, and the messy one crews use to keep production moving. I do not pretend that gap away. I bridge it carefully.
Stop re-keying the same facts
Orders, counts, downtime, notes, quality holds, maintenance actions, and exceptions should not be typed into three systems and a spreadsheet.
Make handoffs explicit
When a job moves, a line stops, a part is short, or an order changes, the bridge should carry the why — not just a status code.
Keep humans in the approval path
Agents can draft, validate, reconcile, and route updates. Risky writes still go through review, approval, and the owner of the process.
Bridges that reflect how the plant actually runs
The value is not another dashboard. The value is a reliable feedback loop between planning, production, maintenance, and the people who handle exceptions.
Job / order flow
Carry orders, changes, constraints, work instructions, and exceptions from planning into the line without losing context in the handoff.
Production feedback loop
Return counts, downtime, scrap, yield, line notes, and operator context back to the systems that plan the next shift.
No re-keying
Draft validated updates from real plant events, then route them for review instead of asking someone to copy facts into SAP, MES, CMMS, and a report.
CMMS handoffs
Turn a machine event into a maintenance task with asset, symptom, evidence, likely cause, spare parts, and prior work-order context attached.
Exception handling
Surface the cases that need a human: missing material, schedule conflict, quality hold, manual override, late production feedback, or impossible counts.
Spreadsheet retirement path
Keep what works, understand why people use it, then replace it with a governed flow instead of a top-down migration nobody trusts.
From plan to production feedback
The bridge watches both sides: what the business asked for, what the machine and crew reported, and what needs a person before it becomes official.
SAP / schedule / order
Jobs, orders, materials, due dates, constraints, and the business rules around them.MES / line / crew
What the line is actually running, what changed, where work paused, and what the crew had to do.Local or scoped model
Compares plan and reality, drafts the update, flags mismatches, and keeps the evidence attached.Planner / supervisor / maintenance
A person reviews exceptions, confirms risky updates, and owns the final business action.SAP / MES / CMMS / report
Approved counts, downtime, work orders, quality notes, and handoffs land where they belong.Integrations should fail safely.
A bridge that quietly writes bad data is worse than a manual process. I treat integration as governed workflow, not hidden plumbing.
Validated drafts first
Agents draft updates from evidence and rules. They do not get unchecked write access to enterprise systems by default.
Exception queues
Anything ambiguous, conflicting, missing, or high-impact gets routed to a human with the context needed to decide.
Audit trails
Track source event, evidence, draft, approval, write, and rollback so each posted fact has lineage.
Idempotent, reversible paths
Design writes so retries don't duplicate work, and corrections can be traced and reverted when a process allows it.
Least-privilege connectors
Each connector gets only the access it needs, scoped to the workflow, with credentials kept server-side.
Local / on-prem option
Run bridges and agents near the systems they touch, especially when plant data, drawings, or order context must stay inside.
Built for the handoff, not just the API
Most integration problems are not just technical. They are workflow problems: someone knows the real status, the system wants a specific code, the spreadsheet has the missing context, and the next shift pays for the mismatch.
I start with that reality. Bridge the systems, preserve the explanation, and put the person who owns the process in the approval path before the business record changes.
Stop re-keying reality.
Bring the SAP/MES/CMMS handoff that is costing your team time, and we will talk through where the re-keying actually starts.