Blog
Guides, comparisons, and strategies for teams building pipeline with code.
Define GTM engineering. Why code-first GTM is replacing manual ops. How Claude Code + gtmcli replaces the old workflow.
Step-by-step. Install gtmcli, connect MCP, describe your ICP, agent builds the list. Full workflow from prompt to CSV.
Where Clay falls short for technical GTM engineers. How Claude Code + gtmcli replaces Clay workflows with code.
The old way takes hours per account. Claude Code + gtmcli does it in minutes. Step-by-step with real prompts and credit costs.
What MCP is, why it matters for GTM teams, and how to connect gtmcli as a tool for your AI agent.
How to connect gtmcli to Codex. Build a pipeline: account research, contact finding, email validation, CRM load.
The full pipeline from ICP to sequence-ready list. Each step mapped to a gtmcli tool. Manual (40 hours) vs agent (20 minutes).
Why validation matters for outbound. The old way vs the new way. gtmcli validate commands and MCP tool usage.
Your CRM is full of bad data. 30% of emails decay annually. Fix it with Claude Code + gtmcli. Step-by-step with credit cost math.
The modern GTM stack: data layer, orchestration, CRM, sequencing. Why the stack is shifting from GUI tools to code-first.
Hunter charges $0.059 per email. gtmcli charges $0.002. Pricing, accuracy, and agent support compared.
Apollo charges per seat per month. gtmcli charges per result. The real cost for email data compared.
Comparing pricing, accuracy, speed, and features. Find out which is right for your team.
Pay-for-results model, email finder, and CRM integrations compared.
Findymail costs $0.049 per email. gtmcli costs $0.008. Pricing and CLI/MCP support compared.
No per-seat pricing, better agent integration. Pricing and accuracy compared.
Wiza is tied to LinkedIn. gtmcli works everywhere. Pricing and flexibility compared.
How verification works, why syntax checks are not enough, and how to implement it in your GTM stack.
Catch-all domains accept every email address. What that means for outbound and how to handle it.
Why your emails land in spam and how to fix it. SPF, DKIM, DMARC, list hygiene, and validation strategies.
Step-by-step integration guide. Plug gtmcli into Clay via HTTP API for automated prospecting.