AgentSkillsCN

Global Customer Finder

全球客户查找器

SKILL.md

Skill: global-customer-finder

Goal

Find REAL customers for stenter spare parts globally by combining all intelligence sources with precision filtering.

Problem Statement

We manufacture plastic injection spare parts for stenter/ramöz machines:

  • Gleitstein (Guide Block)
  • Gleitleiste (Guide Rail)
  • Kluppen (Clips)
  • Buchse (Bushing)
  • Spindel Mutter (Spindle Nut)
  • Öffner Segment, Nadelleiste, etc.

Our customers are textile finishing mills that operate:

  • Brückner (Power-Frame, SUPRA)
  • Monforts (Montex)
  • Krantz, Artos, Santex

NOT our customers:

  • Yarn spinners (no stenters)
  • Garment factories (no stenters)
  • Machinery manufacturers (competitors)
  • Trading companies (not end users)

Intelligence Sources (Priority Order)

Tier 1: High Trust (Direct Customer Evidence)

SourceConfidenceMethod
OEM References95%Scrape Brückner/Monforts news pages
Known Manufacturers100%Curated list in targets.yaml
Association Members90%Official textile association directories
Facility Databases85%Open Supply Hub API verification

Tier 2: Medium Trust (Needs Verification)

SourceConfidenceMethod
Trade Fair Exhibitors70%Filter by "finishing" category
GOTS/OEKO-TEX60%Filter by process scope
Brave Search50%Precision queries + validation

Tier 3: Low Trust (Heavy Filtering Required)

SourceConfidenceMethod
General Web Search30%Multiple validation steps
PDF Extraction40%Entity quality gate

Qualification Pipeline

code
Raw Leads (any source)
       │
       ▼
┌──────────────────────┐
│ Entity Quality Gate  │  ← Reject articles, marketplaces, generic terms
└──────────┬───────────┘
           │
           ▼
┌──────────────────────┐
│ Customer Qualifier   │  ← Check for finishing/stenter keywords
└──────────┬───────────┘
           │
           ▼
┌──────────────────────┐
│ Facility Verification│  ← Optional: Cross-check with OS Hub
└──────────┬───────────┘
           │
           ▼
┌──────────────────────┐
│ Contact Enrichment   │  ← Find website, email, phone
└──────────┬───────────┘
           │
           ▼
    Qualified Customers

Target Markets (Comtrade Priority)

Priority 1: High Import Volume + Growth

  • Brazil (24 leads)
  • Turkey (14 leads)
  • Egypt (14 leads)
  • Pakistan (13 leads)

Priority 2: Growing Markets

  • India, Argentina, Peru, Colombia, Morocco, Bangladesh

Priority 3: Established Markets

  • Germany, Italy, Spain, Portugal, USA

Output Requirements

Each qualified customer must have:

  1. Company name - Real entity, validated
  2. Country - Verified
  3. Entity quality grade - A/B/C
  4. Evidence - URL + snippet proving finishing operation
  5. Equipment signal - OEM brand mentioned (if available)
  6. Contact info - At least website OR email

Key Metrics

MetricTarget
Precision (real customers)> 80%
Coverage (target countries)25+
High-confidence leads> 200
Contact rate> 60%

Implementation Files

  • src/collectors/global_customer_finder.py - Main orchestration
  • src/processors/entity_quality_gate.py - Quality filtering
  • src/processors/customer_qualifier.py - Business logic filtering
  • src/collectors/oem_reference_extractor.py - OEM intel
  • config/sources.yaml - All source configurations

Verification Checklist

  • No marketplace links in output
  • No article headlines as company names
  • Each lead has evidence_url
  • Entity quality distribution: A > 30%, B > 40%, REJECT < 20%
  • Geographic coverage matches target markets
  • OEM customers clearly flagged