Natural language — typed or spoken
You Ask
Type any trade question in plain English, or use the voice interface for hands-free queries. No special syntax, no form fields. TradeMate understands context from the full conversation history.
Examples: "What's the HS code for surgical gloves?", "Show me the cheapest sea route from Karachi to LA", "Are there any SRO exemptions for textile machinery?"
LangGraph classifies and selects tools
AI Routes
The LangGraph state machine classifies your intent and determines which tools to invoke — Knowledge Graph for structured tariff data, Pinecone for regulatory documents, Freightos for live rates. Multiple tools run concurrently.
Under the hood: gpt-5.4 reads your query and the conversation context, then constructs a tool call plan. Tool selection is deterministic — no hallucination of data.
Three live sources, queried in parallel
Data Retrieved
Concurrently: Memgraph returns HS codes, tariff rates, exemptions, and anti-dumping duties via Cypher. Pinecone retrieves the most relevant trade policy chunks via semantic search. Freightos returns live FCL/LCL spot quotes.
58,000+ HS codes, 340K+ graph relationships, and 12,400+ embedded documents are all searchable in milliseconds.
Streamed, cited, and actionable
Answer Delivered
gpt-5.4 synthesizes the retrieved data into a clear, cited answer that streams token-by-token. Complex responses render rich widgets: route cost breakdowns, HS code tables, tariff comparisons — directly in the chat.
Average end-to-end response time including live rate fetching: under 3 seconds. Every answer references its data source.
By the numbers
The scale of knowledge powering every answer.
58,000+
HS Codes Indexed
Pakistan PCT and US HTS codes with full tariff schedules
12,400+
Trade Documents
Ingested into Pinecone vector store for RAG retrieval
340K+
Graph Relationships
Tariffs, exemptions, procedures, and anti-dumping duties
99.7%
Query Accuracy
For HS code lookups validated against official schedules
< 3s
Avg Response Time
End-to-end AI query resolution including live rate fetching
2
Countries Covered
Pakistan (PCT via TIPP) and United States (HTS) — expanding
The stack behind the answers
Purpose-built with best-in-class components for trade intelligence.
See every step live — not just a slideshow
In a 30-minute demo we run a real query end-to-end so you can see the pipeline respond in real time.