PMST: Predictive Management System Transport
Beyond Legacy TMS. A predictive software architecture with embedded language models and dynamic dock sensors, engineered to provide an autonomous central nervous system for B2B freight logistics.
1. The Limitation of Legacy TMS: Passive After-the-Fact Archives
The vast majority of TMS (Transport Management Systems) on the market today are passive relational archives conceived in the 1980s and 1990s (monolithic AS400s). They operate as passive cash registers: recording what was loaded, calculating driven kilometers, and printing invoices at month-end.
However, they have zero visibility into what will happen two hours from now. They fail to prevent sales reps from promising impossible delivery windows. They leave dispatchers in panic at the 18:00 cut-off. Most critically, they give away hundreds of unbilled tons and cubic meters every day due to the lack of dynamic dock measurement.
2. The 4 Core Pillars of PMST
1. Upstream Process Intelligence
Analyzes weekly pre-orders, predicts afternoon linehaul volumes as early as 11:00 AM, and delivers an "85% pre-dispatched plan" hours ahead of the cut-off rush.
2. Zero Inter-Department Friction
Sales, Cross-dock, Dispatching, and Invoicing share the same real-time event bus. Eliminating phone ping-pong and scattered spreadsheets.
3. Dynamic Dock & Cash Recovery
On-forklift dynamic hydraulic weighing + 3D LiDAR overhead volumetric portals at 15 km/h. Recovering over €285,000 / year of pure margin from under-declared freight.
4. On-Premise Data Sovereignty
Private open-source model weights hosted locally. Zero business data leaves the corporate firewall. Strict human governance and physical kill-switches.
3. End-to-End Operational Flowchart: The Lifecycle of Groupage (LTL)
From the inception of the pre-order in the Client Cruscotto to digital POD signing and automated billing, every physical dock event triggers an immutable state transition:
PMST Groupage & Pallet Distribution Pipeline
Pre-Order
First-Mile
Cross-Dock Hub
Linehaul Loading
Intermodal Transit
Unloading & Gates
Last-Mile & POD
4. Multi-Agent Architecture: Model Classes & MCP Protocol
PMST deploys a specialized fleet of open-source models categorized by parameter capacity, orchestrated via standard Model Context Protocol (MCP) and deterministic Rust Edge Controllers:
Automated triage across thousands of incoming messages, PDF/Excel attachment extraction, and intelligent pre-routing to operational departments.
Strategic Reasoning Model (70B Parameters)
Conversational Text-to-SQL for the CEO • Real-time Cost-to-Serve computation • Fleet net margin auditing
Paper DDT OCR, company stamps, and handwritten reserves
Hands-free voice-to-JSON for in-cab driver communication
Real-time RFID tag filtering & gate telemetry (<50ms)
Dedicated corporate GPUs • Zero token fees • Absolute industrial data privacy
Standard connector to Transporeon, Tesisquare, Shippeo, project44 & SQL DBs
5. Dynamic Cross-Dock: Recovering €285,000 / Year in Unbilled Freight
No forklift operator has the time to queue up on static floor scales at the 18:00 cut-off. PMST executes automatic measurement in motion at 15 km/h:
Forklift Hydraulic Dynamic Scale
An industrial pressure transducer on the mast lift cylinder measures real pallet weight in 3 seconds. If the paper DDT states 250 kg but the pallet weighs 680 kg, tariff recalculation triggers automatically.
3D LiDAR Overhead Volumetric Gate
An overhead 3D sensor calculates length, width, and height in 0.1s. It detects overhangs and long crates, applying standard 1:300 volume-to-weight tariff ratios with photographic proof.
6. Dispatch Command: The Dual-Screen Route Planning Cruscotto
In last-mile delivery, AI never supersedes human expertise: it delivers an 85% pre-dispatched baseline to free dispatchers from clerical grind and restore tactical focus:
- Zone ➡️ Gate (Max 3) ➡️ Carrier Abstraction: Freight is pre-assigned to physical dock gates at origin. The physical paper casellario matches 1-to-1 with warehouse bays and delivery trucks.
- Drag & Drop "Out-of-Zone" Dispatch: Instant mouse reassignment for urgent paid shipments between Gates (automatically resequencing LIFO loading and recalculating trip margins).
- Semantic Entity Resolution: Instant fuzzy vector clustering for consignee aliases (e.g., matching supermarket CEDI aliases to a single master delivery node and shared unloading ramp).
7. Governance & The 4 Safety Cages for Top Management
Open-source weights on private on-premise servers. Zero data transmitted abroad.
No raw SQL permissions. Strictly typed proposals validated via immutable Event Sourcing.
Unauthorized discount and credit locks requiring CEO 2FA authorization.
Single-switch fallback to deterministic legacy operating rules. 100% uptime guaranteed.
Interested in exploring the operational architecture of PMST?