AI & document workflows
Template parsing, data mapping and document generation using Python, OpenAI and LangChain. Exploration of Accord Project standards for structured legal templates.
CONTRACT INTELLIGENCE / COMMODITY TRADING
From trade terms
to contract clarity.
Connect structured trade data with legal templates. Generate contract drafts and surface missing terms for human review.
Explore the workflowIndependent product prototype · Developed with commodity domain expertise
TRADE RECAP
CommodityCrude oil
DeliveryFOB
Quantity500,000 bbl
Structured inputs
C / AIDRAFT 001
ILLUSTRATIVE CONTRACTCrude oil
sale agreement
01 — COMMODITY & QUANTITY
500,000 barrels ↗
02 — DELIVERY TERMS
Free on board (FOB) ↗
Prepared for human review 01 / 03
Terms, connected.Data → template → review
THE COMMODITY CONTEXTOilMetalsAgricultureNatural gasPowerCoal
01 / THE OPPORTUNITY
A trade is structured.
Its paperwork
should be, too.
A price in a spreadsheet. A delivery term in a recap. A clause in a document. The challenge is keeping them connected.
CommodityTraderAI explores a common data layer between trade information and contract language, so teams can prepare drafts and review external agreements against a consistent template.
INITIAL FOCUS Crude oil FOB contracts, with contract and reference-data examples supplied by a commodity trading specialist.
02 / THE WORKFLOW
One connected
contract workflow.
From the terms of a trade to a draft a person can inspect. Explore the three product objectives below.
FIELD MAPPINGILLUSTRATIVE EXAMPLE
A shared language for data and documents.
Map spreadsheet fields to contract placeholders and their corresponding legal clauses.
TRADE DATACONTRACT FIELD
commodity→Commodity descriptionquantity→Contract quantitydelivery_terms→Delivery clauseProduct objective: preserve the relationship between each trade field and its contract language.
03 / ENGINEERING
Applied AI.
Concrete foundations.
The prototype spans a web interface, an API and a contract engine, with supporting document and data workflows.
Product & infrastructure
React and TypeScript interface, FastAPI backend, MongoDB persistence and S3 document storage. Deployment configuration for Vercel.
Review & control
Authentication, role handling and audit logging in the codebase. Contract completeness checking is a product objective; legal and commercial approval remains with people.
Prototype stage. This page presents the product direction and existing engineering work. Workflow visuals use synthetic data; they are not a live product demonstration.
04 / THE PEOPLE
Trading knowledge.
Engineering judgement.
A collaboration connecting commodity contract requirements with AI-assisted product development.