AI for logistics that clears the exceptions
Shipment exception handling, freight-document automation and demand forecasting — wired into your TMS, WMS and EDI feeds so the team works the real problems.
Where AI actually moves the needle in Logistics & Supply Chain
Logistics is an exception-handling business. The happy path is automated; the cost lives in the deviations — a delayed container, a customs hold, a mismatched PO and invoice. An agent that watches your TMS and EDI feeds, detects the exception early, drafts the customer notification and proposes the recovery action turns a reactive ops desk into a proactive one.
Documents are the other tax. Bills of lading, commercial invoices, packing lists and customs paperwork arrive as PDFs and scans that someone re-keys into the WMS. A freight-document agent extracts and validates that data, reconciles it against the booking, and flags discrepancies before they become demurrage charges or clearance delays.
Above the day-to-day, planners want better forecasts. We build demand and ETA models that fold in seasonality, lead-time variability and live disruption signals, then surface them inside the planner’s workflow rather than a separate dashboard nobody opens. Everything connects to the systems of record — TMS, WMS, EDI, carrier APIs — because in logistics an insight that isn’t in the operational flow is an insight that never gets used.
What we build for Logistics & Supply Chain teams
Shipment exception agent
Monitors TMS and EDI feeds to detect delays and holds early, then drafts customer alerts and recovery options.
Freight document automation
Extracts and validates BOLs, invoices and packing lists, reconciling them against bookings to prevent demurrage and clearance delays.
Demand & ETA forecasting
Models seasonality, lead-time variability and disruption signals, surfacing predictions inside the planner’s existing workflow.
Carrier-quote comparison
Parses incoming carrier rates and tenders, normalizes them, and recommends the best option against your service constraints.
Customs classification helper
Suggests HS codes and flags compliance issues from product descriptions for broker confirmation.
Track-and-trace copilot
Answers where-is-my-order questions across carriers in natural language for support and customer self-service.
How we deliver
| Capability Parameter | System Specification |
|---|---|
| Integrations | TMS, WMS, EDI (X12/EDIFACT), carrier and customs APIs, ERP order systems |
| Models | Frontier LLMs for document and exception reasoning; tuned forecasting models for demand and ETA |
| Guardrails | Human approval on customer-facing actions and carrier commitments; full audit trail |
| Engagement | Fixed-scope build, 4–10 weeks, then optional operate retainer |
| Typical budget | ₹20L–₹50L / $20k–$60k per production system |
| Data & compliance | Trade-data handling, customs accuracy controls, and per-customer data isolation |
