Anshul Bhatia
IIT Kharagpur. Builds GTM systems for B2B SaaS.
Anshul builds the outbound systems behind Lead Line Partners. Clay workflows, AI enrichment, and research-first sequencing for teams that want more with less.
How to Write Agent Prompts for GTM Research Without Hallucinated Signals
Most agent prompts for GTM research invite the model to guess. A confidence-labeling schema, a quote requirement, and a contradiction check make fabricating a signal structurally harder.
AI in GTM: A Glossary of Terms Everyone Uses and Nobody Defines the Same Way
Vendors use agentic AI, AI SDR, and AI-native GTM as if they mean the same thing. This glossary shows how 14 AI-in-GTM terms get defined across real sources, then gives the resolution that should change how you evaluate a pitch.
Claygent vs Claude Code for GTM Research: When to Use Which
Claygent and Claude Code get compared like rivals. They're not. One repeats the same research question across a thousand rows; the other follows one deep research thread where files and judgment matter more than throughput.
Cold Email Deliverability FAQ: The Questions Every Outbound Team Asks
A working FAQ pulled from the deliverability questions outbound teams actually ask mid-campaign: authentication, warm-up, spam triggers, list hygiene, and blacklist recovery, with the honest gaps left honest.
What Belongs in a Cold Outbound Data Stack (And What's Redundant)
Most 'what's in your stack' content is written by someone selling a piece of it. Here's the four-job test for what belongs in a cold outbound data stack, and the layers most teams keep paying for twice.
What a Real Cold Outbound Stack Costs in 2026 (Full Line-Item Breakdown)
Every cold outbound cost breakdown online prices one layer of the stack. This one prices all four, including the labor that actually runs it, sourced from vendor pricing pages and one disclosed survey.
FullEnrich vs Clay: Do You Need 100+ Data Vendors or Just the Right 15
Clay lists access to 150+ data providers. FullEnrich runs about 20. Neither number tells you how well either performs on your list. The real question is which vendors actually earn a spot.
The GTM Engineer Job Description: What to Actually Put in the Req (With a Real Scorecard)
Most GTM engineer job descriptions are tool lists wearing a job title. Here's a req that scopes to company stage, cites a real two-source comp range, and ships the interview scorecard nobody else in the field publishes.
How GTM Engineering Feeds the Enterprise Motion: The Signal-to-Champion Pipeline
Enterprise deals don't die from bad reps. They die between champion conversations, when nobody notices the signal that should have added a second stakeholder. Here's the four-stage mechanism that closes that gap.
GTM Engineering FAQ: 20 Questions Founders and RevOps Leaders Actually Ask
Straight, sourced answers to the questions founders and RevOps leaders actually ask about GTM engineering: cost, hiring stage, tools, RevOps turf, and how results get measured.
GTM Engineering vs Marketing Ops vs RevOps: Where Each Role Starts and Stops
Three job titles, one org chart, and no agreement on where one role ends and the next begins. Here's the boundary line for each, and what actually breaks when one is missing.
How to Build a Lead Scoring Model in Clay: A Step-by-Step Formula Framework
Every competitor guide treats Clay lead scoring as a footnote. This is the full framework: real formula syntax, the fit-vs-intent split, and the recalibration loop most guides skip.
Intent Data Providers Compared: 6sense vs Bombora vs Clay-Native Signals for Mid-Market GTM Teams
Every top-ranked comparison of 6sense, Bombora, and Clay is written by a vendor with a stake in the answer. Here's the operator-neutral version: cost, fit, and whether mid-market teams need to buy anything at all.
Is Your GTM Motion Ready for AI Agents? A Decision Framework
Most teams ask whether to use AI agents. The better question is what breaks first when you do. A self-scorable 4-layer, 8-point framework for checking your GTM motion before you buy agent tooling.
Job Change and Funding Signals: A Practical Playbook for Timing Outbound Around Buyer Triggers
Job-change and funding triggers get treated as one signal bucket. They're not: one is a mandate question, the other a capital question. Here's how to separate them, filter false positives, and run detection through to first touch.
How to Multithread an Enterprise Deal: A Stakeholder Mapping Checklist
A working checklist for multithreading enterprise deals: role mapping, kill-risk scoring, the budget-vs-approval-authority split, and what to do when a stakeholder leaves mid-cycle.
The No-Decision Problem: Why 'Lost to Competitor' Is the Wrong Postmortem
Most 'lost to competitor' deals never lost to a rival. They stalled because nobody built a strong enough internal case to beat doing nothing. Why the postmortem lies, and where the real fix starts.
Build vs. Buy: Your GTM Engineering Function
I run an agency that builds GTM systems, and I also build them myself. Here's the honest version of the build-vs-buy decision, with the real 2026 numbers, and when you should walk away from hiring anyone.
How to Set Up Cold Email Infrastructure So You Don't Get Flagged in Week One
A domain that gets flagged in week one is almost never a bad email. It's a skipped setup step. Here's the full sequence, built as a checklist you rerun for every new domain.
ABM With GTM Engineering: Account-Based Marketing Without a Marketing Team
Most ABM content is written for a marketer with a platform budget and a team. This is the version for the operator building the pipeline themselves.
What Is GTM Engineering? A Founder's Definition
Every guide to GTM engineering is written for someone hiring one. This one is for the founder deciding if the company needs it at all, with a two-minute self-score.