Our API - business data collection on autopilot.
Blog

Notes from the field.

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

Many separate capability nodes converging on a single structured data core.
AI Agents

11 Best MCP Servers Worth Installing in 2026

A verified list of the best MCP servers for developers and agent builders in 2026, with what each one exposes, who maintains it, and what it does not do.

Sep 12, 202614 min read
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Two distinct routes, one rigid and orthogonal and one adaptive, resolving into a single aligned field of structured records.
AI Agents

MCP Server vs API: When You Actually Need MCP

MCP server vs API, from a team that ships an OpenAPI 3.1 REST API and wrapped it as an MCP server. The same call both ways, the real trade-offs, the real costs.

Sep 11, 202618 min read
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A capability surface docking into an ordered structural field, drawn as precise thin linework.
AI Agents

Claude Code MCP Server Setup That Works (2026)

Add an MCP server to Claude Code in one command: scopes, config file paths, stdio vs remote auth, how to verify the connection, Cursor, and real fixes.

Sep 10, 202613 min read
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A structured field of business records with one differently weighted path running through it, standing for choosing one data source over another.
Comparison

7 Outscraper Alternatives, Honestly Compared (2026)

Seven real Outscraper alternatives with every price read off the vendor's own page in August 2026. What each one returns, what it costs, and who it fits.

Aug 29, 202616 min read
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Stacked translucent planes stepping upward over a grid whose cells multiply across the frame, suggesting a per-request cost that grows faster than expected.
API Guides

Google Places API Pricing 2026: Every SKU Priced

What the Google Places API really costs in 2026: every Places SKU priced per 1,000 calls, the free monthly caps, and one city job billed line by line.

Aug 28, 202614 min read
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Claude calling a lead-data API tool and turning the structured result into a qualified list ready for outreach.
AI Agents

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.

Jul 28, 202613 min read
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Seven named guardrails - spend caps, robots.txt handling, a human approval gate - wrapped around an autonomous outreach agent's pipeline.
AI Agents

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.

Jul 28, 202612 min read
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A prospecting brief turning into a scoped list of businesses to contact, with names, categories, and contact paths.
Sales Ops

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.

Jul 11, 202612 min read
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A five-step B2B lead list pipeline: criteria, source, enrich, verify, and organize into a clean structured schema.
Sales Ops

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.

Jul 11, 202613 min read
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Business email addresses being read off a website contact and imprint page, then verified for deliverability.
API Guides

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.

Jul 11, 202612 min read
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