Notes from the field.
What we learn building an LLM-friendly business-data API: pipelines, agent design, the boring infra, the legal edges.

Best Local Business Lead Generation Tools (2026)
We compared the best local business lead generation tools of 2026 across APIs, no-code enrichment, scrapers, and CRMs. Find the right stack for your team and budget.

Apify vs Clay vs Bright Data: Lead Data in 2026
Apify vs Clay head to head - plus Bright Data and biz collect. Compare scraper actors, enrichment tables, email coverage, and pricing. Updated July 2026.

Free Business Leads API: What You Can Build for $0
What can you build with a free business leads API? Use 200 signup credits, no card, to prototype market maps, AI lead agents, and enrichment workflows. Start now.

Get Local B2B Leads Without Manual Research (2026)
Stop the manual Google searches and spreadsheet cleanup. Build a repeatable workflow that collects structured local B2B leads automatically. Step-by-step playbook.

Best Business Data APIs 2026: 11 Providers Compared
Company data API, local business data API, or POI data? We compare 11 providers on what each returns, field coverage, freshness and pricing model.

Map Any Local Market in 10 Minutes (2026 Guide)
Turn a city, industry, and radius into a local market map your sales, strategy, or investment team can use in about 10 minutes. Here's the exact step-by-step process.
Stop reading. Start shipping.
200 signup credits, no credit card, ten seconds from sign-up to first call.

