Pathfinder

Find the right supplier. Instantly.

Paste a part specification — size, material, pressure class, standard — and get ranked supplier recommendations with lead times and pricing estimates. Powered by industrial domain knowledge.

Part Specification

Supplier Recommendations

Supplier matches will appear here

How Pathfinder works — Architecture & Technical Deep-Dive

The Problem

When a procurement team needs to source a specific part — say a 10" trunnion-mounted ball valve in Class 600 with NACE compliance — they rely on institutional memory, outdated catalogs, or hours of manual research. The knowledge of which manufacturer makes the best fit for a given spec lives in the heads of experienced buyers, not in searchable systems.

The Solution

Pathfinder uses AI with deep industrial domain knowledge to analyze a part specification and return ranked supplier recommendations. It understands pressure classes, material grades, API standards, and manufacturer product lines — the kind of knowledge that typically takes years to accumulate.

Architecture

Browser (paste part spec)
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  v
FastAPI Backend (Python)
  |-- Validate: input length, content
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LLM API (Domain-Aware Matching)
  |-- System prompt with industrial supplier knowledge
  |-- Structured JSON output with ranking
  |-- Response validation
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  v
Browser (render supplier cards + spec analysis)

About

Built by Andres Tobacia — Industrial Engineer with 17+ years in manufacturing, supply chain, and space exploration.

No data is stored. All processing is stateless. AI processing powered by a large language model API. No training is performed on input data.