Blog

GTM engineering, agents, and data

Guides, comparisons, and strategies for teams building pipeline with code.

Automation8 min readSeptember 2026

How to Build an Apify Lead Generation Workflow

Turn an Apify Actor dataset into a recurring, enriched, deduplicated, and reviewable GTM workflow without losing source evidence.

Comparisons9 min readSeptember 2026

Clay vs Apollo: Which GTM Platform Fits Your Workflow?

An operator-first comparison of Clay and Apollo across data, enrichment, sequencing, workflow design, automation, and agent access.

Agent Workflows10 min readSeptember 2026

How to Build a Cold Email Campaign with Codex

Use Codex to construct the research, enrichment, validation, scoring, personalization, review, and measurement layers of a cold-email workflow.

Data Enrichment11 min readSeptember 2026

11 Data Enrichment Tools for GTM Teams in 2026

A practical shortlist of B2B data enrichment tools, organized by the job they do and the evidence you should demand in a pilot.

Pipeline12 min readMay 2026

Build a sales pipeline with AI agents: a practical guide

Step-by-step guide to building a sales pipeline with AI agents. From ICP definition to sequence-ready contacts in 20 minutes. Real commands, real costs, real results.

Guide12 min readMay 2026

How to build lead lists in Claude Code with gtmcli

Step-by-step guide to building lead lists inside Claude Code using gtmcli as an MCP server. From ICP definition to verified CSV export in minutes.

Guide12 min readMay 2026

Claude Code for outbound sales: build verified prospect lists in minutes

How to use Claude Code and gtmcli for outbound sales prospecting. Build verified prospect lists in minutes instead of hours. Real prompts, real costs, real workflows.

Comparison13 min readMay 2026

Why GTM engineers are moving from Clay to Claude Code

A fair comparison of Clay and Claude Code for GTM workflows. Where Clay falls short for technical teams, and how code-first enrichment with gtmcli replaces the GUI.

GTM Engineering9 min readMay 2026

Using Codex for GTM engineering: automate your pipeline

How to use OpenAI Codex for GTM engineering. Connect gtmcli to Codex, build automated pipelines for account research, contact finding, email validation, and CRM loading.

CRM11 min readMay 2026

How to enrich your CRM data with Claude Code

Step-by-step guide to enriching CRM data with Claude Code and gtmcli. Export contacts, validate emails, find replacements for invalid ones, and write results back. Includes credit cost math.

Guide14 min readMay 2026

GTM engineering with Claude Code: the complete guide

The definitive guide to GTM engineering in 2026. Learn why code-first go-to-market is replacing manual ops and how to use Claude Code with gtmcli to build your GTM stack.

GTM Engineering11 min readMay 2026

The GTM engineering stack in 2026

Map the modern GTM engineering stack in 2026. From GUI tools to code-first agents. Compare the 2024 stack (Clay + Apollo + ZoomInfo) vs the 2026 stack (Claude Code + gtmcli + CRM).

Guide11 min readMay 2026

Using MCP servers for sales prospecting

How to use Model Context Protocol (MCP) servers for sales prospecting. Connect gtmcli as an MCP server in Claude Code and build automated prospecting workflows.

Email Validation10 min readMay 2026

How to validate emails with AI agents

Learn how to validate emails using AI agents like Claude Code. Replace manual CSV uploads with inline agent-driven validation. Covers statuses, batch processing, and MCP tool usage.

Comparison12 min readApril 2026

gtmcli vs Apollo.io: Why Teams Are Switching for Email Data in 2026

Apollo.io is a full sales platform, but for email data it is expensive and bloated. See how gtmcli delivers 3x cheaper email finding with real-time verification and no per-seat pricing.

Comparison10 min readApril 2026

gtmcli vs Findymail: The Cheaper, AI-Agent-Ready Alternative in 2026

A detailed comparison of gtmcli and Findymail for email finding and verification. gtmcli is 6x cheaper per email, supports AI agents via CLI and MCP, and only charges for results.

Comparison8 min readApril 2026

gtmcli vs Hunter.io: The Best Hunter Alternative in 2026

A detailed comparison of gtmcli and Hunter.io for email finding and verification. gtmcli is 30x cheaper for validation, 7x cheaper for finding, and built for AI-native workflows with CLI and MCP support.

Comparison12 min readApril 2026

gtmcli vs Prospeo: The Cheaper, AI-Ready Alternative in 2026

Comparing gtmcli and Prospeo on pricing, features, and AI agent support. gtmcli is 3x cheaper per email with no per-seat fees, CLI tooling, and native HubSpot integration.

Comparison11 min readApril 2026

gtmcli vs Wiza: The Best Wiza Alternative in 2026

Comparing gtmcli and Wiza on pricing, accuracy, and workflow flexibility. gtmcli is 4x cheaper per email, verifies in real-time, and works with AI agents and programmatic pipelines.

April 2026·April 2026

Catch-All Emails Explained: How to Validate the Unvalidatable

Learn what catch-all email domains are, why they break traditional validation, and how gtmcli uses convention matching and SMTP timing analysis to validate catch-all addresses.

Integration7 min readApril 2026

How to Use gtmcli as an Email Finder in Clay

Step-by-step guide to integrating gtmcli's email finder and validation API with Clay. Find verified emails at scale with zero enrichment errors.

April 2026·April 2026

Email Deliverability in 2026: The Complete Playbook

Why your emails land in spam and how to fix it. The complete guide to email deliverability — from SPF, DKIM, and DMARC to list hygiene, bounce rates, warm-up strategies, and monitoring.

April 2026·April 2026

The Complete Guide to Email Validation in 2026

Everything you need to know about email validation — how SMTP verification works, syntax vs DNS vs SMTP checks, best practices for GTM teams, and how to validate emails at scale with the gtmcli API.

Comparison10 min readApril 2026

gtmcli vs LeadMagic: A Detailed Comparison for GTM Teams

Comparing gtmcli and LeadMagic on pricing, accuracy, speed, and features. See how gtmcli is ~18% cheaper at every tier with catch-all validation and HubSpot integration.

Comparison9 min readApril 2026

gtmcli vs ZeroBounce: Why Teams Are Switching in 2026

A head-to-head comparison of gtmcli and ZeroBounce. See why GTM teams are switching to gtmcli for cheaper email validation, built-in email finder, and native HubSpot integration.