One shipment object across warehouse, dispatch, and last-mile
Why three separate records for one physical box breaks tracking, and what a minimal unified shipment data model looks like across WMS, TMS, and last-mile.
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What we learned shipping AI for logistics
Field notes on road freight dispatch, WMS pick paths, cross-border flow, and the models + guardrails that ship to production.
ai
How AI demand forecasting cuts excess inventory by 30%
How forecast models replace spreadsheet reorder points at three 3PL warehouses — hit rates, working capital freed, and the stockouts you still own.
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ai
Why we build AI-first logistics software
Why every Woka product starts with an AI hypothesis, how that differs from CRUD-first design, and what it means for data, latency, and how features ship.
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product
From spreadsheet chaos to AI dispatch — how road freight operators scale
Replacing Excel dispatch with a structured board at three Vietnamese 3PL fleets — what changes, what stays manual, and the efficiency numbers we measured.
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engineering
A small lesson: trailing slashes are not a style choice
A note from the rebuild — why URL trailing slashes are a correctness problem, not a style choice, and the redirects we had to ship to keep SEO intact.
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industry
Last-mile delivery in Vietnam 2026 — market snapshot and tech trends
Mapping last-mile delivery in Vietnam in 2026 — cost per drop, tech adoption, and what 20+ operators across Hanoi, HCMC, and Da Nang told us on the ground.
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product
Cross-border shopping automation — how AI chatbots handle 24/7 proxy purchasing
Running a proxy-purchasing shop with a chatbot handling 24/7 order intake — architecture, latency budget, and where a human agent still has to step in.
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product
Smart warehouse automation — pick-pack-ship efficiency with modern WMS
How a WMS cuts pick errors, shortens pack time, and auto-prints carrier labels at three Vietnamese e-commerce warehouses — pick paths, cycle counts, trade-offs.
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industry
Vietnam-China rail freight corridor — opportunity and operational reality
Running rail freight across the Vietnam–China border — transit times, customs bottlenecks at Lao Cai and Dong Dang, and cost math against sea or air.
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product
Automating customs declarations in freight forwarding — from 3 days to 6 hours
Cutting customs declaration prep from 3 days to 6 hours — HS code classification, document OCR, and the human-in-the-loop review we kept in place.
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engineering
Tech stack behind 8 logistics products — how we ship fast and stay maintainable
Shipping and maintaining 8 logistics SaaS products with a 6-person team — stack choices, shared infra, deploy pipeline, and the trade-offs that keep it sane.
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industry
E-commerce fulfillment trends in Southeast Asia 2026 — speed, cost, and technology
Comparing fulfilment operations across Vietnam, Thailand, Indonesia, and the Philippines — cost per order, tech adoption, and where 3PL demand is moving next.
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