GTM engineering field notes
Production lessons, career guides, and practical systems for AI-native revenue teams.
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Oct 20, 2026Most of what broke in our outbound setup happened after the prospect replied After running signal-based outbound for the last four months and booking 30+…
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Sep 29, 2026Most sales teams don't have an account-data problem. They have an account-context problem. Hubspot might contain 40 calls, 12 emails, a few notes and several…
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Sep 22, 2026I audited every AI automation I have ever built. Most of my LLM calls do not write anything. They answer with a boolean output or classify data. I only looked…
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Sep 8, 2026Most outbound opportunities are not lost in the pitch. They are lost between the signal and the follow-up. A BDR managing over 500 accounts must remember and…
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Sep 1, 2026As a B2B SaaS analyst, competitor tracking for me used to mean one thing: updating compete win rates in a quarterly deck. Useful for looking backward. Too slow…
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Aug 27, 2026If you are using AI to review your documents, then you are doing it wrong. Don't get me wrong, I use AI as well. Just not for the actual review. When a…
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Aug 25, 2026Most GTM Engineering job descriptions describe half the job. Sequences, enrichment, lead routing, CRM hygiene. All sales-side, all outbound-facing. If that's…
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Aug 18, 2026How do you get a 30,000-foot view of your entire TAM without staring at CRM with a 100K+ companies? Only with something that quantifies it. You can't track…
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Aug 11, 2026One of the real perks of coming into the office is celebrating a win together. On our team, that's a gong. Every evening around 6pm, whoever just turned a deal…
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Aug 8, 2026Build account scoring as a complete GTM handoff: trusted features, explainable tiers, ownership, action delivery, feedback, adoption, and reliability.
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Aug 8, 2026A job-based guide to the AI GTM stack: choose systems for context, orchestration, enrichment, model tasks, CRM action, custom code, and reliability.
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Aug 8, 2026Use this practical GTM Engineer job description to define outcomes, responsibilities, skills, interview evidence, and a realistic first-90-day mandate.
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Aug 8, 2026Compare GTM engineers and forward-deployed engineers by user, system boundary, technical depth, delivery model, success measures, and career fit.
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Aug 8, 2026GTM engineering and RevOps overlap, but they are not substitutes. Compare their mandates, ownership, collaboration model, and hiring signals.
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Aug 8, 2026A practical monitoring pattern for scheduled GTM automations: expected-run registries, timelines, missed-run detection, safe replays, and actionable alerts.
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Aug 8, 2026A practical path into GTM engineering in India: build commercial judgment, data fluency, automation skills, production habits, and a proof-based portfolio.
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Aug 8, 2026Seven production-minded n8n GTM workflows for inbound routing, enrichment, scoring, reply intelligence, call insights, outreach gaps, and monitoring.
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Aug 4, 2026Most outbound automation posts skip the part that actually matters: knowing when to stop. We run a system that captures buying signals every day. New job…
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Aug 1, 2026I taught myself GTM Engineering - one hands-on project at a time. But one thing is still missing: a strong community to learn from. That's why I applied for…
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Jul 28, 2026I graduated as a computer science engineer without ever building an app or a website I loved using them. I had ideas for them. Procrastination won every…
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Jul 21, 2026Everyone's chasing the next model launch. The thing that can separate you from everyone else running these tools vanilla isn't the model. It's the harness…
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Jul 14, 2026It has been 100 days since I became a GTM Engineer. This is the first role I’ve taken up where product management, engineering, revops, and marketing overlap…
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Jul 7, 2026Anthropic's Fable model goes away tonight from our claude subscriptions. It launched, relaunched, and access ends today. So I gave it my entire weekend. Here's…
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Jun 30, 2026I bought a Mac Mini so a team of gods could run my life... A few months ago, I started with OpenClaw. It was a great way to explore personal AI agents, but…
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Jun 28, 2026Most of what a B2B buyer does before they talk to you is invisible. First-party data is the easy part. Someone fills a form, opens an email, books a demo, and…
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Jun 27, 2026A few weeks ago Everstage rebranded. I had nothing to do with that part — the brand team did the heavy lifting, and it shows. What I did get to work on was a…
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Jun 18, 2026There's a saying in Hindi for anything that feels effortless: "ये तो मेरे बाएं हाथ का खेल है" (Yeh toh mere left hand ka khel hai) With AI honestly, so many…
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Jun 16, 2026The most underrated tool in my AI workflow right now is not Claude Code, Codex, or any agent. It is Webhooks. Webhooks are how I pass information between my…
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Jun 12, 2026One of our "daily" GTM workflows was silently skipped 11 times in 30 days. I moved almost all our GTM automations off Trigger.dev and n8n. They now run on…
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Jun 12, 2026Dharmesh Shah recently wrote about "SHIPpers" — people who see problems, take initiative, and turn ideas into reality. One line stayed with me: "SHIPpers are…
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Jun 5, 2026Do you recall what you were working on during the week of May 1, 2026? Until recently, I didn't either. But now I do. Because an agent has been quietly…
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Mar 19, 2026"The title 'software engineer' will fade. We'll all operate more like product managers." — Boris Cherny, Head of Claude Code We're slowly becoming people who…
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Feb 19, 2026I just experienced what true AI autonomy looks like — and it completely changed my perspective. Today I set up Clawdbot (Openclaw) on an EC2 instance and gave…
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Feb 19, 2026I fixed a hardware problem in 5 minutes. With zero hardware experience. A few weeks ago, I bought an iClever mouse with extra buttons. Perfect for productivity…