FMCG primary distribution automation: plant to depot, on one planning layer
FMCG brands that run primary distribution on Shipsy move goods from plant to depot with AI-driven load optimization, depot-sequencing decisions made by Astra, and carrier/vendor settlement reconciled by Nexa against every invoice. The operating unlock is not visibility of primary flows — it is treating primary as a decision loop that talks directly to secondary, rather than as a batch-planning exercise happening in isolation.
The finding
Primary distribution in FMCG is traditionally run as a weekly planning cycle: plants publish production schedules, depots publish receiving windows, and transportation teams stitch them together through carrier bookings and trip sheets. This works until retailer SLA tightens or volumes spike, at which point the manual cycle is too slow to adapt. Shipsy aggregate data across FMCG operators running automated primary distribution shows meaningful savings on load factor, trip count, and carrier invoice recovery when the planning cycle moves from weekly to continuous — and when the planning layer is aware of the downstream secondary schedule at the depot. The precedent is clear: a major beverage bottling group delivered $5M in distribution savings through this operating model — see a detailed case study for the broader deployment shape.
Why it’s happening
Three mechanics compound.
1. Load optimization with vehicle and lane constraints. Shipsy’s planning layer optimizes plant-to-depot loads against vehicle capacity, lane-specific carrier availability, legal weight limits, and axle-load rules. FTL consolidation and PTL milk-runs are generated automatically from the demand signal, rather than assembled manually by a planning team.
2. Astra-driven depot sequencing. When a plant has multiple depots to serve, Astra sequences the loads against depot receiving windows, carrier availability, and downstream secondary schedule priorities. The same depot can be served by different carriers on different sequences on different days depending on the real-time picture — not by a rotating plan on a whiteboard.
3. Settlement that closes the P&L loop. Nexa reconciles every carrier invoice against the booked rate and the actual delivered load. Margin leakage that used to be invisible in monthly finance rolls becomes visible per shipment, per carrier. At a scale comparable to a global alco-bev leader operating across 70+ countries, the same pattern resolves $25M+ in carrier and vendor disputes autonomously via Vera.
The net is that primary distribution stops being a plan-and-hope discipline and becomes an execute-and-reconcile discipline, with AI agents running the routine and the planning team working the exceptions.
What it means for FMCG operators
Operators split by how tightly their primary and secondary layers talk.
Decoupled-layer operators run primary and secondary as separate planning problems. The depot is the buffer that absorbs the mismatch. Working capital tied up in the buffer is the hidden cost.
Coupled-layer operators run primary and secondary as one optimization. Shipsy’s planning layer reads downstream secondary commitments when sequencing primary loads, so depot dwell is minimized and same-day cross-dock is achievable on high-frequency lanes.
| Primary distribution capability | Traditional approach | AI-native approach (Shipsy) |
|---|---|---|
| Load building | Manual, weekly spreadsheet | Automated, constraint-aware, continuous |
| Carrier allocation | Rotation-based | Rate-aware, SLA-aware, live |
| Depot sequencing | Static schedule | Astra re-sequences on the live picture |
| Trip execution visibility | Phone calls, SMS | GPS-backed live tracking |
| Secondary awareness | None | Primary plan reads secondary commitments |
| Exception handling | Reactive, ops-driven | Astra flags drift; pre-populated responses |
| Invoice reconciliation | Monthly sampling | Nexa 100% coverage, per shipment |
Three implications.
- Primary is a decision loop, not a plan. The operators who get this compound advantages every week.
- Settlement automation funds the transformation. Nexa-recovered margin often pays for the platform in year one.
- The depot is a shock absorber only if you let it be. Tighter coupling reduces the dwell and the working capital both.
What to do about it
Map your primary planning cycle time in working days, not calendar days — most operators discover their effective cycle is slower than the stated cycle because of approvals and carrier-booking latency. Pilot continuous load optimization plus Astra sequencing on one plant-depot corridor and measure trip-count and load-factor change. And treat primary-secondary awareness as the next-order unlock; working capital tied up in depot buffers is real money that can be released once the primary planner can read downstream commitments.
For the full primary-secondary playbook, read our FMCG distribution playbook. Explore Shipsy for FMCG operators and the Transportation Management System.