Non-coder builds full prospecting stack with Claude Code and APIs

✍️ OpenClawRadar📅 Published: May 15, 2026🔗 Source
Non-coder builds full prospecting stack with Claude Code and APIs
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A Reddit user on r/ClaudeAI shared how they built a complete outbound prospecting system over a weekend using Claude Code, despite having zero coding experience. The system replaces a manual multi-tool setup and relies on three API-based tools chained together by Claude Code.

Workflow

  • ICP file: The user maintains a plain text file with Ideal Customer Profile criteria (industry, headcount range, funding stage, target personas). Claude Code reads this file as context.
  • Company search: Claude Code queries Crustdata API with ICP filters, returning structured data (headcount, funding, tech stack, hiring signals). The user tried Exa before but found the data insufficiently structured.
  • People search: Filters by persona (Director of Sales, Head of Revenue, VP Marketing, etc.) within target companies.
  • Contact enrichment: Uses FullEnrich waterfall provider checking 20+ sources; only pays for verified contacts.
  • Personalization: Claude Code pulls recent social posts for each contact and drafts personalized openers referencing specific content.
  • Monitoring: Webhooks fire on job changes and hiring signals; Claude Code auto-generates outreach when trigger events occur.
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Key lessons

  • Read API docs carefully — the user burned credits by using the expensive realtime endpoint when the cached version sufficed for 90% of searches (33x cost difference).
  • Claude Code handles chaining API calls well when given enough context in plain English. The ICP file is critical for filtering.
  • Personalization quality and webhook relevance still need iteration (some irrelevant job posting alerts).

Stack

  • Crustdata: Company/people search, firmographics, hiring signals, social posts (API).
  • FullEnrich: Email/phone waterfall with inline verification (API).
  • Instantly: Sending with inbox management and warming.

The user emphasizes that for solo founders or small teams running outbound without an engineering team, Claude Code + one good data API + a sending tool is sufficient.

📖 Read the full source: r/ClaudeAI

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