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Manufacturing

A Day in the Life with Hermes

Watch how field and operations teams collaborate seamlessly with an AI teammate living inside the apps they already use.

Type
Automotive parts plant
Size
280,000 sq ft
Operation
24/5, 3 shifts
Setting
Midwest industrial park

Natively Supported Channels & Protocols

Microsoft Teams
Slack
Discord
Telegram
Signal
Webhooks
Email & SMS
  1. Resources
  2. A Day in the Life: Manufacturing
Jump To
1
ElenaShift Supervisor
2
GregPlant Manager
3
MarcusMaintenance Technician
4
PriyaQuality Lead
5
DavidProcurement Manager
Slack 5:45 AM

Elena, Shift Supervisor

finishing the overnight shift, preparing for handoff

Elena runs the overnight crew on Line 4. Handoff used to mean 45 minutes of reconstructing what happened from whiteboard notes and scattered messages. Now Hermes builds the picture while she finishes her walkthrough.

What Hermes Handled

  • Shift summary from machine data
  • Structured handoff brief posted
  • Overdue PM flagged to maintenance
  • Staffing gap surfaced with solution
  • Production dashboard updated

The Impact

Forty-five minutes of handoff became a five-minute read. The day supervisor started the shift managing production, not reconstructing the night. One overdue PM caught before it became an unplanned stop. A staffing gap resolved before the line slowed down.

Slack
Hermes · 5:45 AMApp
Morning, Elena. End-of-shift summary for Line 4: 2,840 units produced against a target of 3,100 (91.6%). Press 3 had two minor stoppages totaling 22 minutes, both resolved by the lead operator. Quality flagged three units at final inspection for surface finish, quarantined and awaiting QA review. Tooling change scheduled for Press 2 at 8:00 AM is confirmed. PM calendar shows Press 4 overdue for a vibration check. Want me to prepare the handoff brief?
E
Elena
Yes. Draft it and flag the overdue PM.
HermesApp
Done. Handoff brief posted to #line4-shift-handoff, Press 4 vibration check flagged to maintenance, staffing roster for day shift shows two gaps in packaging (1 operator out sick, 1 vacancy). Day supervisor alerted.
E
Elena
Good. That staffing gap in packaging will bite us by lunch if we don't fill it. Can we pull someone from Line 3?
HermesApp
Line 3 packaging is running at 85% capacity with 2 operators. Pulling one would bring them to 60% for the shift. I checked the cross-training roster: Marco from Line 2 is certified on packaging and Line 2 is at reduced volume today. Want me to propose the loan?
Slack 8:01 AM

Greg, Plant Manager

Friday, before the morning stand-up

Greg used to assemble the plant status from five different sources: OEE dashboard, quality log, maintenance board, procurement tracker, and shipping schedule. Now the picture is waiting for him in one brief.

What Hermes Handled

  • Cross-line OEE rollup with variance
  • Quality and safety summary
  • Procurement flag surfaced
  • Improvement memo from machine data
  • Supplier escalation drafted

The Impact

An hour of Friday morning assembly became a five-minute read with data he could action immediately. Greg caught the Line 3 trend before it became a Monday crisis. The plant leadership team started the day aligned instead of spending the first hour pulling status.

Slack
Hermes · 7:45 AMApp
Morning, Greg. Week 26 summary across all four lines. OEE: Line 1 at 77%, Line 2 at 81%, Line 3 at 72%, Line 4 at 84%. Two lines above target (Lines 2 and 4). Line 3 is down 3 points week over week due to the Press 3 stoppages and the tooling adjustment. Quality: one open NCR (B-1104 surface finish, corrective action in progress). Maintenance: Press 4 vibration check overdue, scheduled for today. Procurement: one material flag, resin delivery for Line 2 slipped to Monday afternoon with 18 hours of buffer remaining. Safety: zero recordables this week, toolbox talks at 100% completion. Shipping: on track to weekly target with one hot order flagged for expedited outbound.
G
Greg
What is eating into Line 3 specifically?
HermesApp
Three factors on Line 3. Press 3 unplanned stops accumulated 94 minutes this week (up from 42 last week). The Press 2 insert change on Tuesday introduced a surface finish issue that is still being dialed in. And changeover time on the coating station ran 12 minutes above standard across four changeovers. I drafted a short improvement memo with the data. Want it posted?
G
Greg
Post it. And remind David about the resin delivery. We cannot afford Line 2 going idle Monday.
HermesApp
Memo posted to #plant-improvement. David is CC'd on the resin delivery flag. Want me to draft a supplier escalation in case Monday confirms the slip?
G
Greg
Do it.
WhatsApp 3:18 AM

Marcus, Maintenance Technician

Line 4 Press 3 just faulted, amber light flashing

Marcus is on the overnight maintenance crew. When a press faults at 3:00 AM, the clock is ticking. Every minute of downtime is costing the plant money, and the last thing he needs is to walk back to the shop to find the right schematic.

What Hermes Handled

  • Fault history matched by code
  • Manual procedure pulled by section
  • Spare part located in crib
  • Work order logged automatically
  • PM gap flagged to planner
  • Supervisor and line updated

The Impact

Marcus never left the machine to find a manual, check crib inventory, or look up PM history. The repair started minutes faster, the PM gap was caught before it caused another unplanned stop, and the supervisor had an accurate ETA without a single phone call.

Hermes Assistant
WhatsApp
Press 3 faulted again. Hydraulic pressure warning, same code as last month. Here's the panel.
Photo of fault display attached
Hermes
That matches fault code HP-204 from June 2 (hydraulic pressure regulator intermittent failure). Last repair replaced the regulator solenoid. Maintenance manual section 7.4 covers the bleed procedure. Spare solenoid is in crib bin A-12, one unit in stock. Want me to pull the full procedure and log the work order?
Yes. And check if there is a PM coming up that could have caught this.
Hermes
Work order #WO-2026-0647 logged. The procedure is attached from the manual. PM schedule shows the hydraulic system inspection was due at 2,400 hours; you are at 2,618, so this was overdue by roughly 4 shifts. I flagged the PM gap to the maintenance planner. Crib notified: spare solenoid reserved under your name.
Good. Starting the bleed now. Tell the supervisor ETA is 40 minutes.
Hermes
Done. Supervisor notified with ETA and work order reference. Line 4 production updated: expected restart at approximately 4:00 AM.
Message
Slack 10:18 AM

Priya, Quality Lead

walking the final inspection station

Priya catches a recurring surface finish flag on the same batch across two shifts. Normally this means pulling specs, calibration records, and engineering change history. Today she starts with one message.

What Hermes Handled

  • Spec lookup with revision check
  • CMM calibration verified
  • Tooling change cross-reference
  • NCR drafted with root cause
  • Engineering notified
  • Cross-line trend analysis

The Impact

Priya cut two hours of investigation into 23 minutes. The root cause surfaced from the tooling change log, not from a week of speculation. The corrective action started hours faster, and the trend analysis caught a pattern that would have taken a monthly review to surface.

Slack
P
Priya
Second shift in a row with the same surface finish flag on bracket batch B-1104. Pull the spec for that part and check if anything changed. Also pull the last calibration record for the CMM at Station 7.
HermesApp
Spec for B-1104: Ra 0.8 um max per drawing M-1104-REV5, last updated December 2025. CMM Station 7 calibration is current, last verified Monday (within tolerance at 1.2 um). I also checked the tooling change log: Press 2 had inserts replaced yesterday morning, which may have shifted the surface profile. Want me to draft a non-conformance report and notify engineering?
P
Priya
Yes. And cross-reference with the Press 2 tooling change. Send the NCR to engineering and CC the tooling lead.
HermesApp
NCR #B-1104-2026-047 drafted. Surface finish non-conformance linked to Press 2 insert change on Tuesday at 8:14 AM. Engineering and tooling lead notified. I also flagged B-1104 for a repeat inspection after the next tooling adjustment. Corrective action log updated.
P
Priya
What is the trend on surface finish defects across all lines this month?
HermesApp
Surface finish flags are up 18% month over month, concentrated on Line 4 (three batches) and Line 3 (one batch). Three of four linked to tooling changes. I charted the trend with root cause assignments and posted it to #quality-trends.
Email 9:38 AM

David, Procurement Manager

managing material flow across four production lines

David tracks dozens of material streams. His phone is how problems find him. When a supplier delivery slips, the window to act is measured in hours, not days.

What Hermes Handled

  • Supplier delivery slip detected
  • Buffer calculation vs. consumption
  • Production impact scenarios modeled
  • Supplier escalation drafted
  • Alternate supplier RFQs sent
  • Inventory reconciliation updated

The Impact

David had the full picture and two backup options before the primary supplier even called back. The buffer calculation gave the plant lead time to adjust production instead of discovering the shortage when the line stopped. The escalation went out while there was still time to redirect freight.

Hermes Assistant
Email
Hermes
Subject: Material Alert - Resin Delivery for Line 2 David, the resin delivery for Line 2 (PO #4521, scheduled for Friday) has been updated by the carrier to Monday afternoon. Line 2 has approximately 18 hours of buffer remaining at current consumption rates, which means the line would go idle approximately Monday at 10:00 AM if the delivery arrives as stated. I checked inventory: no resin at the alternate warehouse. The supplier confirmed the delay is truck availability, not production. Want me to draft a supplier escalation and check expedited freight options?
Draft the escalation. And what is our consumption rate variance, can we stretch the buffer?
Hermes
Current consumption is 42 kg/hr against a planned 40 kg/hr. If production slows to the minimum viable rate of 35 kg/hr starting Friday afternoon, the buffer extends to approximately 27 hours, buying until Monday at 7:00 PM. However, that impacts Line 2 output by roughly 280 units over the weekend. I drafted the escalation to the supplier with the cost impact at both rates and flagged the two alternate suppliers you approved last quarter. Both show stock.
Good. Send the escalation and get a quote from the alternates. I need options before noon.
Hermes
Escalation sent to the primary supplier with copy to plant leadership. RFQs sent to both alternates with the spec and volume. I will track responses and nudge if no reply by 11:00 AM. Inventory reconciliation updated with the delay assumption.
Message

Behind the magic

The exchanges above look simple by design. What makes them trustworthy in real utility operations is the engineering underneath, and it is exactly what a disciplined rollout is built to get right.

Meets people in their channels

Slack, WhatsApp, SMS, email, and Teams, with voice notes and photos. No new app, no training curve, which is why it actually gets used.

Grounded in your plant documents

Connected to machine data, quality specs, maintenance schedules, tooling records, and supplier data so answers come from real records, not a generic model.

Cites its sources, admits limits

Spec and tolerance answers point to the drawing they came from. When Hermes is not sure, it says so and routes to the right person.

Permissions and audit trail

Who can ask and do what is set by role and plant area. Every exchange is logged to the plant record for compliance.

Human in the loop

A non-conformance report, a supplier escalation, a plant advisory: drafted by Hermes, approved by a person. The human always has the final say.

Proactive, not just reactive

Hermes pushes the shift handoff, the overdue PM, the quality trend, and the material gap so the team is told before they have to ask.

Want to see this on one of your corridors?

The fastest way to evaluate an AI teammate is to scope a real pilot against a real workflow. The Energy AI Teammate Playbook gives you the blueprint for a disciplined 30-day rollout.

Get the Playbook

Illustrative concept. Characters, dialogue, figures, and the operational corridor are composite and for demonstration only, and do not represent a specific engagement or a guaranteed result.