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Field notes on work that has to be right.
Practical guides from the team building Verifi, Dorvi and Stock AI: forward-deployed AI, export documentation and buyer checks, enterprise releases, and inventory planning.
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Expiry-aware reorder planning: the stock you can’t sell
Days of cover tells you when you will run out. It does not tell you what will expire first. Why expiry belongs in every reorder decision, and how to plan with both.
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One click is not one step: shipping services and migrations together
How to make a multi-service release with database migrations feel like one decision, without hiding the steps that make it safe.
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The five export document mismatches that hold up Indian shipments
Why invoice, packing list and buyer details drift apart, what each mismatch costs, and a pre-shipment check your team can run before the file reaches the CHA.
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Six areas where forward-deployed AI works better than a product
Trade documentation, compliance operations, release engineering, supply chain planning, finance reconciliation and field operations: where AI needs to be built on site, and why.
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How to run a six-week forward-deployed AI pilot that reaches production
A week-by-week plan for an AI pilot built on site: scoping, baseline, a thin working version, review loop, measurement and handover, with the mistakes that keep pilots stuck in demo.
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Export compliance checklist for Indian exporters: documents, codes and checks
The registrations, documents and checks an Indian exporter needs for a clean shipment file, from IEC and AD code to HS classification, shipping bill, e-BRC and destination-market rules.
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Why staging and production drift apart, and how to keep them in step
The usual causes of environment drift between staging and production, how to detect it before a release, and the practices that keep environments comparable without freezing them.
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How to verify a foreign buyer before you ship: a checklist for exporters
A practical buyer verification process for exporters: registry checks, sanctions and denied-party screening, consignee matching, payment terms and the evidence to keep with the file.
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Release evidence: what auditors ask for and how to have it ready
The change-management evidence auditors expect for software releases, how to collect it as a by-product of shipping, and how to answer the question “what changed and who approved it” in minutes.
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Four areas we write about.
Building AI systems on site, inside the customer’s workflow, data and constraints.
About the studioTrade complianceExport documentation, buyer checks and destination-market requirements for exporters.
About VerifiDeployment & releasesShipping services and migrations together, keeping environments in step, and proving it.
About DorviInventory planningDemand, stock cover and expiry read together, with a planner approving every order.
About Stock AIContact
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