MES
The real-time MES,
run with AI.
Offsight is one real-time MES that Vision AI, your machines, your other systems and your whole team feed, live. Offsight AI is built into every screen: ask a question on the Live board and get the answer, the report and the chart in seconds.
Offsight AI · Runs on Nemotron
Ask the MES anything.
Get the report, the chart and the next step.
Offsight AI runs on NVIDIA Nemotron models and reads every work order, schedule, crew, material and machine in the MES as it changes. Ask in plain language from any screen and get an instant report, chart or table, then let it make the change, with your approval where you want it.
You asked Offsight AI: Mark CNC Router 2 as under repair and move its jobs to Router 1.
Offsight AI checked: Setting CNC Router 2 to In repair; Moving 3 jobs to CNC Router 1; Notifying maintenance.
Done. CNC Router 2 is in repair as of 10:42, and the Machine Feed shows it on every screen: the console, iPhone and Android.
Its 3 jobs moved to CNC Router 1, which still finishes them by 13:30. Chris Walker in maintenance has the repair, and Router 2’s time in repair is tracked until someone sets it back to On.
| Job | Qty | Due |
|---|---|---|
| Cabinet sides | 24 | 11:40 |
| Shelf panels | 40 | 12:35 |
| Door blanks | 16 | 13:30 |
Done: CNC Router 2 set to In repair. Chris Walker notified · 10:42.
Beside the chat, the Machine Feed for the Panel Shop (CNC Router 1, CNC Router 2, Edge Bander 1, Panel Saw 2) updated live as each step finished:
- CNC Router 2 changed from On to In repair, starting a new segment on its timeline.
- CNC Router 2 went from 3 jobs to 0 jobs.
- CNC Router 1 went from 2 jobs to 5 jobs.
The Machine Feed then confirmed the change was saved; it shows live on the Console, iPhone and Android.
Suggested next steps: Set Router 2 back to On; Show Router 1’s schedule; Open the Machine Feed.
You asked Offsight AI: Build me a live dashboard: machine utilization, output by day and labor hours this week.
Offsight AI checked: Reading machine states from Vision AI; Pulling output and labor hours from the MES; Building your dashboard.
Here’s your dashboard, live. Utilization is 71% this week, up 6 points, and the plant has built 412 units since Monday on 1,836 labor hours.
Press 1 is the low spot at 55%: it waited on panels from CNC Router 2 most of Tuesday. The numbers keep moving as Vision AI and the floor record new data.
Offsight AI built a live dashboard, Plant performance, This week · Mon to Thu:
- Utilization: 71%, up 6 pts on last week
- Output: 412 units, up 38 on last week, updating live
- Labor: 1,836 h, on plan
| Machine | Utilization |
|---|---|
| CNC Router 1 | 84% |
| Edge Bander 1 | 78% |
| Panel Saw 2 | 72% |
| CNC Router 2 | 66% |
| Press 1 | 55% |
| Day | Output |
|---|---|
| Mon | 92 |
| Tue | 98 |
| Wed | 104 |
| Thu | 118 |
Suggested next steps: Pin to Analytics; Share with the plant manager; Add a chart.
You asked Offsight AI: Are we on track to ship the Henderson job on Friday?
Offsight AI checked: Reading the production board for Henderson; Checking Vision AI on the module lines; Forecasting against the crew and material plans.
Not as planned. 18 of 24 modules are complete and 4 are in finishing, but H-21 and H-22 are at risk: framing on both is a day behind and their windows arrive Thursday, so the last module is done Monday, a day late.
If Wednesday’s second shift moves to H-21 and H-22 and the window delivery comes in Wednesday, all 24 ship Friday. I drafted both changes for your approval.
Offsight AI showed ship readiness for the Henderson job: 18 of 24 modules complete, ship date Friday.
| Station | Done | Left |
|---|---|---|
| Framing | 22 of 24 | 2 |
| Windows | 22 of 24 | 2 |
| Finishing | 18 of 24 | 6 |
| Module | Station | Progress |
|---|---|---|
| H-17 | Finishing | 94% |
| H-18 | Finishing | 90% |
| H-19 | Finishing | 83% |
| H-20 | Finishing | 77% |
| H-21 (at risk) | Framing | 38% |
| H-22 (at risk) | Framing | 33% |
Forecast against the Friday ship date: as planned, done Monday, 1 day late; with the change, done Friday, on time.
Done: 2 changes drafted for your approval. Wed 2nd shift → H-21, H-22 · windows on Wed.
Suggested next steps: Approve the shift change; Move windows to Wednesday; Show H-21 and H-22.
You asked Offsight AI: Which work areas are understaffed this shift?
Offsight AI checked: Reading clock-ins against the labor plan; Counting people on every camera; Checking who can move without slowing a line.
Panel Line 1 is short-handed: it needs 3 and has 1 clocked in, and its cameras have counted one person at the stations since 13:20. Framing, Drywall and Finishing are fully staffed.
Panel Line 2 has 2 extra, which is why it’s 1.5 h ahead. Its roster has Maria Santos and Priya Nair, so I suggest moving them to Panel Line 1, which puts both lines at plan, and I asked the shift supervisor, Jordan Lee, to approve.
| Line | Clocked in | Needed | Status |
|---|---|---|---|
| Panel Line 1 | 1 | 3 | 2 short |
| Panel Line 2 | 7 | 5 | 2 extra, 1.5 h ahead |
| Framing | 4 | 4 | on plan |
| Drywall | 3 | 3 | on plan |
| Finishing | 5 | 5 | on plan |
Suggested move: Maria Santos and Priya Nair from Panel Line 2 to Panel Line 1, which puts Panel Line 2 at 5 of 5 and Panel Line 1 at 3 of 3.
Done: Supervisor asked to approve. Jordan Lee · 2 moves from Panel Line 2.
Suggested next steps: Approve the moves; Message Panel Line 2; Show every camera.
The conversations, machines, people and numbers are illustrative examples.
In the Offsight AI workspace
Real answers and real changes, on the record.
Every chat is saved and can be picked back up, and every change it makes lands in the audit log with the chat and the person behind it.
Ten areas
Everything the floor runs on.
On Enterprise you choose the areas, integrations and APIs your factory uses, with unlimited users.
Production
The live factory floor, zone by zone.
Learn moreQuality
Checklists, failures, sign-off and proof.
Learn moreMaterials
Inventory, BOMs, POs and consumption.
Learn moreLabor
Clock-ins, shifts, timesheets, payroll.
Learn morePlanning
Schedules, plans and true build cost.
Learn moreDocuments
Drawings, photos, reports and markup.
Learn moreAnalytics
Throughput, quality, labor and waste.
Learn moreWork & Logistics
To-do tables, paperwork packets, BOLs.
Learn moreMachines
Machine records, cameras and visual states.
Learn moreMaintenance
Recurring checks, packets and service proof.
Learn moreThe product
The screens, and the floor they were built for.
Performance Contracting runs production, materials, reporting and quality on Offsight from the table where the panel is built, not from an office afterwards. That is the constraint every screen was drawn against: it has to be usable by someone wearing gloves, mid-shift, with the unit in front of them.
Every screenshot on this site is the Offsight console or apps. Open any of the ten areas above to see the ones that belong to it.
Why one system matters
A point solution cannot answer a crossing question.
“Did the labor overrun on Tuesday come from the rework on the wall panels, and did that rework come from the material substitution we approved on Friday?” No inventory tool can answer that.
- One login, one permission model, one audit trail
- Real-time sockets keep console and mobile in step
- Vision AI and machines feed it live through open APIs
- Native ERP sync upstream and downstream on the same data
- MCP and AI connectors for setup and orchestration
See the MES running on your floor.
We will walk through production, quality, materials and labor with your products and your systems connected.