Context
Give the assistant freight context
The target scenario gives it access to authorized statuses, documents, costs, suppliers, forwarders, delays and emissions.
A target interface for connecting assistants to OneChain context
Explore connecting Claude or ChatGPT to freight operations
The OneChain MCP vision is to let AI tools query shipments, costs, documents, delays, invoices and emissions. Technical availability still requires use-case validation.
Qualify MCP accessTarget demo
38 seconds vs 2 hours
Question Q1 costs
Source OneChain
Output CFO email
Why MCP
A protocol to connect assistants to the operational system
MCP could replace one-off exports and context-free prompts with controlled access to freight data.
Standard
An interface designed for LLMs
The target protocol would expose OneChain tools and data in a format modern assistants can consume.
Control
Secure by default
The first use cases focus on read, analysis and synthesis, with explicitly framed permissions.
See Headless Demo 
The user would ask a question in their AI assistant. The assistant would call OneChain through MCP with authorized permissions. OneChain would return the relevant freight data. The assistant would prepare a summary without a manual export.
Target scenario: from freight question to summary
The demo case: ask an assistant to summarize quarterly freight costs, explain variances and prepare an email for finance leadership.
The user would ask a question in their AI assistant. The assistant would call OneChain through MCP with authorized permissions. OneChain would return the relevant freight data. The assistant would prepare a summary without a manual export. 01
Natural-language question
Which Q1 freight costs explain the budget variance and what should I send to the CFO?
02
OneChain MCP call
The assistant would retrieve costs, volumes, delays, forwarders, emissions and invoice anomalies.
03
Actionable summary
A structured email would be prepared with figures, likely causes and decisions to make.
Possible questions
What your teams could ask
These analysis and management examples help qualify the program before any technical opening.
Finance
Why did freight spend exceed budget this quarter?
Compare volumes, unit costs, surcharges, forwarders and invoice discrepancies over a period.
Operations
Which shipments may block this week?
List shipments without booking, without POD, late or missing critical documents.
Procurement
Which forwarders perform best on this lane?
Compare lead times, costs, delay rate, document quality and update reliability.
Sustainability
Which flows explain our CO₂ emissions?
Summarize emissions, modes, lanes and cost-carbon tradeoffs from OneChain reporting.
Invoices
Which discrepancies should be challenged?
Identify invoices where surcharge, currency, quantity or rate does not match quote or rate sheet.
Leadership
Prepare a summary email for the supply committee
Turn OneChain indicators into a clear, quantified message ready for review.
Positioning
An MCP vision to qualify with customer teams
The form is used to frame use cases with IT, data and supply teams. It does not confirm that MCP access is available.
MCP protocol studied for AI assistants
Read-only initial target focused on analysis
Qualification validation by use case
Early access
Ask to qualify MCP access
Describe the assistant you use, the freight data you want to query and the security level you expect. We will get back to you to qualify the case.
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