Notes from the field.
What we learn building an LLM-friendly business-data API: pipelines, agent design, the boring infra, the legal edges.
AI Agent Lead Generation Pipeline: Find + Draft
Wire an AI agent to find businesses via API and draft personalized outreach via API - with human approval before send. Real, code-verified calls.
How to Use Claude for Lead Generation (2026)
How to use Claude for lead generation: give it a real API tool, a worked prompt-to-result example, and how to qualify leads and hand off to outreach.
AI Outreach Agent Guardrails: 7 Real Controls
Stop an autonomous outreach agent from overspending, over-scraping, or sending unapproved email. Seven verifiable API guardrails, explained honestly.
How to Find Businesses to Contact for Outreach
Three honest ways to find businesses to contact: manual Google Maps, directory lists, or a business data API. Compare freshness, cost, and fit.
How to Build a B2B Lead List: 5-Step Playbook
Build a B2B lead list step by step: define criteria, source, enrich, verify, organize. Copy-ready schemas and dedupe rules included.
How to Find Business Email Addresses (2026)
How to find business email addresses the legitimate way: websites, imprints, verification tools, LinkedIn. Map data has no emails - here is what does.
Local Business Outreach Guide: Segment + Convert
Local business outreach that gets replies: segment by category and city, personalize with reviews and ratings, stay compliant. Full playbook.
Cold Outreach Personalization at Scale (2026)
Personalize cold outreach at scale with real business context - reviews, ratings, categories - not {{first_name}}. Before/after examples inside.
B2B Prospecting Tools Compared: 4 Honest Categories
B2B prospecting tools compared honestly: data APIs, scrapers, directories, all-in-one platforms. Which fits your job, budget, and control level.
Google Places API Terms: Scraping, Storage + Cache
What Google's Maps Platform terms really allow: the no-scraping clause, what you may cache and store, attribution rules, and the compliant path to storable data.
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