Marty reads, decides, and acts across every operational surface of WMG — email, ERP, EDI, sensors, CAD, surveillance, scheduling, payroll, procurement, customer portals, and quality systems — simultaneously. He runs locally. He listens to one person.
Prepared for Chris Peltier, COO · Windsor Machine Group · Windsor, Ontario
Chris talks to one Marty. Marty spawns specialist sub-agents on demand — each a focused worker with deep capability in one domain. They run in parallel, report back to Marty, and Marty reports back to Chris with one integrated picture.
The one entity Chris talks to. A high-capability general reasoning agent who routes work to the right specialist, synthesizes findings, and escalates only what genuinely needs the human eye. He is the COO inside the COO's office.
How it feels to Chris: Chris asks "Marty, what's the deal with the Toyota Camry headrest line in Romulus this morning?" — and Marty has already spawned the Sensor Expert (cells), Mail Expert (overnight Toyota emails), Quality Expert (PPM trends), Maintenance Expert (scheduled maintenance), and CAD Expert (recent ECO impact). All five run in parallel for 4 seconds. One calm voice comes back with one integrated picture. Chatbots answer questions. Marty resolves situations.
Each capability is a standalone block. Not a story. A catalogue. What it does, which expert handles it, what it's worth.
Reads every email, every supplier portal post, every Toyota TSN notification, every customer EDI feed. Sorts URGENT vs TODAY vs DELEGATED vs ARCHIVE. Drafts replies. Surfaces only what genuinely needs your eyes.
Polls Toyota TSN, Stellantis, GM, Ford, Honda, and others every 15 min. Catches RFQs, scorecard updates, complaints, ECOs, and PPAP requests within the window — not next morning.
Talk to Marty in plain English. By phone, mobile app, or desk-microphone. No menus. No buttons. Just conversation. He answers in his own voice.
Optional. Marty answers the COO line. Solicitations declined. OEM SDEs straight through. Family to mobile. Plant managers get a 1-line context brief before connect.
Real-time English ↔ Spanish. Inbound Spanish from Saltillo arrives translated. Outbound English arrives in Spanish at the Saltillo plant manager's inbox. The language tax disappears.
Watches every sensor on every cell — foam-injection temperature, fabric tension, machine cycle time, scrap rate, mold pressure. Sees drift before any human can.
When a sensor drifts toward spec failure, Marty automatically pauses the cell, queues maintenance, and drafts the supplier-portal note. The customer never sees the defect.
Tracks Overall Equipment Effectiveness in real time per cell, per shift, per site. Surfaces worst performers. Identifies drivers. Recommends specific interventions.
Watches incoming defect reports, cross-references against sensor data at the production moment, and identifies the upstream cause. Not just what defected — why and where the fix is.
OEM Engineering Change Order auto-updates BOM, flags affected POs, identifies lots needing rework, alerts CAD, schedules tool changes, and drafts operator retraining materials.
Sits inside engineers' CAD environment. They draft, Marty validates. They sketch, Marty checks manufacturability. They propose variants, Marty runs stress analysis in parallel.
Pull any part apart on demand. Leather wrapper, foam core, steel skeleton, stitching, clips. Auto-rendered for customer presentations, service manuals, or engineering reviews.
Run stress simulations on any variant. Heat-map stress concentration. Identify weak points. Propose geometric mods. Validate against SAE / FMVSS 202a for headrests.
Customer asks for a variant. Marty drafts it overnight — CAD ready, stress-tested, BOM calculated, cost estimated, quoted at margin. By morning.
Need a 1997-vintage replacement gear? Marty searches grey-market networks, OEM legacy portals, machinery resellers, eBay industrial, overseas — in parallel. Ranked by price, lead time, and seller reputation.
Watches consumption vs safety stock. When foam, leather, steel, or thread approaches reorder point, Marty drafts the PO, validates against best quote, and auto-sends or 1-taps to your phone.
Continuously compares prices across qualified suppliers. Flags drift above market. Recommends renegotiation. Proposes alternates with quality scores.
Forecasts consumption 6-12 weeks ahead. Pre-orders long-lead items before the scramble. Eliminates the "oh shit we're out" emergency.
Reads news, financial filings, and trade-press signals on each supplier. Flags financial distress, labor disputes, or geographic risk before WMG is impacted. Recommends dual-sourcing.
Builds the weekly schedule across all sites. Handles OT caps, qualifications-per-cell, vacation, sick calls, cross-training. Surfaces under-coverage 3 days early.
Runs payroll across three currencies, three tax jurisdictions, and three benefits structures. Catches missing punches, OT drift, and pay anomalies. Eliminates payroll surprise events.
Drafts onboarding paperwork. Tracks certification expiry. Drafts offboarding. Each employee can self-serve HR via voice in English or Spanish.
Reads GL daily. Flags transactions outside historical pattern. Identifies multi-year tax savings (R&D credits, depreciation optimization, transfer-pricing).
Forecasts cash 8-16 weeks ahead based on AR aging, AP windows, payroll, capex, and customer payment patterns. Flags days when cash will dip below operating threshold.
Watches camera feeds across all sites. Detects safety incidents in real time. Spots idle cells (machine down? bottleneck upstream?). Catches forklift near-misses. Loading-dock activity vs schedule. Not for labor surveillance.
Individual capability values are large but contested. The compound case is harder to dispute. Conservative numbers below — the aggressive case is roughly 2.5× higher.
| Category | Range | Conservative |
|---|---|---|
| Email + portal triage | $200k-400k | $250k |
| Line-down prevention | $500k-3M | $750k |
| OEE improvement (2-5%) | $800k-4M | $1.2M |
| Quality / PPM reduction | $300k-1.5M | $500k |
| ECO cascade compression | $200k-600k | $300k |
| Procurement structural savings | $2M-4M | $2.5M |
| Long-lead pre-ordering | $150k-500k | $200k |
| Supplier risk avoidance | $500k-5M | $300k |
| Overtime / scheduling | $80k-300k | $120k |
| Cash-flow + bookkeeping leaks | $200k-800k | $300k |
Chris has twin daughters. Marty is built so Chris can walk away from his desk at 4:30 PM and have dinner with them — not stay until 8:00 PM clearing email.
What one ten-year stretch with one's children is worth has no spreadsheet entry. But it is the actual reason a COO buys a system like Marty. The dollar value is the justification. The time with family is the purpose. Every aspect of Marty's design respects that.
A serious survey of the operational-AI market as of May 2026 finds five categories of product. None of them is structurally Marty.
| Category | What they do | Why they are not Marty |
|---|---|---|
| Microsoft Copilot · Google Gemini · ChatGPT Enterprise | Answer questions inside one app. Generate text. Summarize documents. | Not autonomous. Don't act across systems. Don't run locally. No multi-agent. |
| Plex · iBASEt · Apriso (MES) | Track production data. Generate reports. | Watch one domain (production). Don't read CAD, email, or supplier portals. |
| Celonis · UiPath (process mining/RPA) | Optimize one process via robotic automation. | Rule-based or single-process. No autonomous reasoning across enterprise. |
| PTC ThingWorx · Siemens MindSphere | IoT + analytics for connected machines. | Sensor-focused. No general reasoning. No multi-agent. |
| Generic AI assistants | Conversational interface. | Stateless. Not connected to operation. No persistent intelligence. |
This is the first generation of this product class to reach commercial-deliverable status. Chris becomes one of the first people on Earth to have one.
90 days. One factory. Fixed cost. Break-even guarantee: if first month's measurable value capture is less than pilot cost, second month is free.
Payback at full deployment: 4-6 weeks. Conservative annual value $6.4M. Annual support at Phase 3: $360-540k. Net annual benefit roughly $5.9M-6M recurring. The math is the math.
By the time the first car arrives in the lot at 5:30 AM, Marty has read the night's emails, monitored every line, checked every shipment, balanced the books across three currencies, and queued tomorrow's orders. You walk in to a quieter Monday.
Discuss the pilot