Manufacturing

Your plant floor already talks. Agents finally listen.

“The morning scrap report used to eat my first ninety minutes. Now it's waiting for me.”

Plant operations manager · tier-two automotive supplier

Agent 01

The Shift Reporter

Pulls the overnight MES exports and builds one production and scrap summary. Yield by line, downtime by cause, ready before the stand-up.

Worker multiplier6×Reads every line overnight, not a walk-past glance.

How it works

The loop: Runs at 5am. Reads the overnight MES export. Rolls yield, scrap, and downtime by line. Posts one summary to Teams before stand-up. Humans decide what to fix.

What it needs:

Read: the MES report drop folder
Post: the production Teams channel
Owner: your plant ops manager
Hard spend cap per run
Every run logged

Agent 02

The Supplier Sentinel

Scans supplier on-time-delivery trends, news, and port delays, then flags the purchase orders at risk while you can still do something about it.

Worker multiplier9×Scores every supplier daily, not just the loud ones.

How it works

The loop: Runs daily. Reads OTD history, supplier news, and port bulletins. Scores delivery risk by purchase order. Posts the at-risk list to purchasing. A human calls the supplier.

What it needs:

Read: the ERP open-PO view
Post: the purchasing digest inbox
Owner: your supply chain lead
Spend cap enforced in the request path
Audit log on from day one

Agent 03

The Maintenance Triager

Sorts incoming maintenance tickets by machine and urgency, then drafts the parts pre-staging list so your techs walk up ready.

Worker multiplier7×Sorts every ticket by machine and urgency, all of them.

How it works

The loop: Runs on every ticket. Reads the CMMS queue. Sorts by machine and urgency, drafts the parts list. Posts the pre-staged plan each shift. A human schedules the work.

What it needs:

Read: the CMMS ticket queue
Post: the maintenance Teams channel
Owner: your maintenance supervisor
Per-run budget cap, enforced
Every action logged

Multiplier math is not a smaller crew. It is the same crew holding uptime, because someone finally saw the trouble coming.

An illustrative scenario: the multipliers are directional, not promises, grounded in how much an agent covers and how often it runs. Your real number comes out of the Readiness Map.

Get your real numbers

The Real Numbers

Enough ranges. Get your number.

Here's the honest catch: every number on this page is directional, because every shop is different. Your stack, your volume, your team decide where you land. The Readiness Map pins it down: your workflows, your multipliers, your first agents, with names and owners. Directional for the industry. Exact for you. That's the Agentic Standard.

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