GTM Engineer · Why grow when you can ascend

Pipeline is an engineering problem now.

I build GTM systems for B2B companies and startup founders — outbound that runs on data, automation and AI instead of hope. And I coach people into GTM engineering, the role every revenue team is suddenly hiring for.

Currently GTM Coach · Kodlconvert Head of GTM · Hyperke International Career Coach
Adnan Manna
ADNAN MANNA
78,000+ followers
1,000+
Resumes written
200+
Clients coached
$50M+
Pipeline built
78,000+
LinkedIn followers
In practice

I do not only teach this.
I run it at scale.

Day job: Head of GTM at Hyperke, India’s largest cold email agency. Everything further down this page is what that job actually demands — not a framework I read about.

Hyperke
Hyperke
India’s largest cold email agency
Head of GTM hyperke.com →
Cold emails sent every month
10M+
~3.3 lakh
a day
~13,900
an hour
~231
a minute
At that rate, roughly 0 have gone out since you opened this page.

Deliverability decides it

At this volume you find out fast that domain reputation, warmup and inbox rotation decide the outcome. Most campaigns never survive long enough to be judged on their copy.

Sample size, not anecdote

What actually works only shows up in aggregate. Millions of sends a month is a sample you can learn from. A hundred emails is a story you told yourself.

It runs because it is wired

Nobody sends at this volume by working harder. It runs because data, enrichment, sending and reporting are one instrumented system with a person watching the replies.

What changed

The SDR playbook broke.
GTM engineering replaced it.

Spray-and-pray outbound stopped working: inboxes are full, reply rates collapsed, and headcount got expensive. The teams still booking meetings aren't sending more email — they're building systems.

OLD Classic outbound

  • Buy a list, blast the whole thing
  • Hire more SDRs to send more volume
  • Generic templates, no context
  • Tooling bolted on, nothing connected
  • Nobody can say why a campaign worked

NOW GTM engineering

  • Build a target list from live signals
  • One engineer automates what a team did
  • Research and personalisation at scale, via AI
  • Data, CRM and outreach wired into one system
  • Every step instrumented, so it compounds
TREND 01

Signals beat lists

Hiring posts, funding, tech changes, job-change triggers. Reach people at the moment the problem becomes real, not on a random Tuesday.

TREND 02

AI does the research

What took an SDR ten minutes per account now runs in a workflow — company context, angle and first line, generated and checked at scale.

TREND 03

One builder, whole funnel

The job is no longer "send emails". It's wiring data, enrichment, automation and CRM into one system that a founder can actually run.

Diagnose

Everyone treats the symptom.
Here is what it usually is.

Most of what gets blamed — the copy, the tool, the budget, your resume — is downstream of something else. Pick the one that sounds like you.

If you are running a pipeline
If you are trying to get into GTM
We send a lot and hear nothing back
Looks like

A copywriting problem. So everyone rewrites the email again.

Actually is

A list problem. You are reaching people who have no reason to care this week — the copy never gets a fair test.

The fix

Build the list from live signals instead of filters, so timing does half the work before a word is written.

Where this gets fixed: Stage 01 · Signal
Work with me

Two tracks. Pick yours.

One of these is you. Tap it and the whole plan below changes.

GTM consultation for B2B teams

For founders, revenue leads and early GTM hires
01

Teardown

Your ICP, offer and current motion, pulled apart honestly.

02

Build

Signal-based lists, enrichment and sequences wired into one system.

03

Launch

Live campaigns with messaging built on real triggers, not templates.

04

Hand over

Documented, so your team runs it without me in the room.

ICP and offer positioning, sharpened
Signal-based target list build
Enrichment and data pipeline
Outbound sequences that read as human
CRM and reporting wired in
SOPs so it survives after handover
Book a GTM call →
The stack

This is the machine.
Every tool has a job in it.

A GTM engineer is not judged on how many tools they can name. They are judged on whether the whole thing runs end to end. Tap any stage to see what it does — and what breaks without it.

What happens here

Something happens that is worth reacting to — a funding round, a hiring post, a new tool on their stack, someone changing jobs. The system watches for it so you are early instead of random.

What breaks without it

Without this you are emailing a static list, reaching people on a Tuesday for no reason other than that it was their turn.

The wiring Automation is not a seventh stage — it is what connects all six, so the system runs without anyone opening a spreadsheet. n8nMakeZapier

Logos are shown to identify the tools in each category. No affiliation or endorsement implied; all trademarks belong to their respective owners.

The math

What is one meeting costing you right now?

Move the sliders to your own numbers. Nothing here is a forecast — it is division, done on what you just typed.

Your cost per meeting
₹26,667
30
Replies a month
8
Meetings a month
₹6,667
Cost per reply
83 hrs
Manual research a month
The only honest read

—

Three ways to halve that cost per meeting: work twice the accounts, double the reply rate, or double the share of replies that convert. They are mathematically identical — and only one of them does not also double your sending volume and your domain risk. That is the whole argument for building a system instead of sending more.

How to get hired

The GTM engineer roadmap.

No gatekeeping. This is the path I actually take people through — open each step.

1 Work out what you already have +
Most people switching in are closer than they think. SDRs already know the motion. Marketers already know positioning. Ops people already know systems.
  • Map your current work onto GTM language
  • Decide the lane: data, automation, outbound, or full-stack
  • Be honest about the gap — it is usually tooling, not talent
2 Learn the stack by building +
Courses teach the names. Hiring managers want to see something that runs.
  • Pick one data tool, one automation tool, one outreach tool
  • Build a working list → enrich → send → track loop end to end
  • Break it and fix it — that debugging is the actual skill
3 Build a portfolio that proves it +
One real build beats ten certificates. It is also what gets you freelance work while you job hunt.
  • A documented system: the problem, the wiring, the result
  • A Loom walkthrough, so a hiring manager sees you think
  • Publish it — this is what makes recruiters come to you
4 Run your job search like a campaign +
You are applying for a role about targeting and outreach. Your job search should demonstrate both.
  • Target companies showing GTM signals — hiring, funding, new motion
  • Reach the hiring manager directly, not the portal
  • Lead with the build, not the CV
5 Full-time, or part-time first +
Not everyone needs to quit to start. Part-time GTM work is a real on-ramp, and it pays while you build proof.
  • Freelance builds for small B2B teams
  • Fractional GTM support for early startups
  • Convert the best one into a full-time offer
Map this to your situation →
Ways in

Three ways to start. No bundles, no upsell maze.

Pick the smallest one that matches where you actually are. Open any of them to see what it does — and what it deliberately does not.

Step 01

Start on your own

₹699+ GST
  • The salary negotiation scripts, word for word
  • Built for the Indian job market, not a US template
  • Instant access, read it tonight
Get the Guide →
Most people start here
Step 02

Get it diagnosed

₹5,999+ GST
  • 60 minutes, 1:1, live
  • Either track — your pipeline or your career
  • Follow-up notes, so you keep the plan
Book the Call →
Step 03

Get it built

Scopedon the call
  • Signal lists, enrichment and sequences, wired up
  • CRM and reporting joined to the same chain
  • Documented, so your team runs it without me
Start with a call →
Each rung stops somewhere on purpose, and I would rather say where than let you find out after paying. The guide is a document. The call is 60 minutes and a plan. The build is scoped after the call, in writing.
Professionals I've coached work at
GoogleWalmartJP Morgan MicrosoftTeslaMercedes EYCapgeminiRenault KenvueWHOAir Liquide
Featured

Not ready for a call? Start here.

Digital Guide

The Salary Negotiation Guide

The exact word-for-word scripts to negotiate a higher offer or your next appraisal, made for the Indian job market. Everything I teach on salary, in one simple guide.

Get the Guide →
₹699
+ GST
Results

What clients say.

Professionals from Google, Walmart, WHO and beyond, in their own words.

★★★★★

“His insights on job search, interviews and negotiation were extremely valuable. He built my resume from scratch and made it ATS-ready.”

SG
Dr Surbhit Gupta
Surveillance Medical Officer · WHO
★★★★★

“Adnan created a highly effective resume that significantly improved recruiter responses, and taught me how to keep improving it myself.”

VB
Vikas Bharti
Engineering Leader · Walmart
★★★★★

“A unique approach that helps you rethink how you present yourself. The perfect person if you need help with your resume and personal branding.”

DK
Deepanshu Kalra
Data Engineering & AI · Google
★★★★★

“His guidance was pivotal in securing my ideal job. His revisions made my profile compelling and helped attract multiple offers from leading firms.”

TP
Tharun PS
Strategy & Operations · SaaS
★★★★★

“No detail was missed. He crafted a story that reflected my strengths and clearly communicated what I bring to any organization.”

JM
Joshua Monmia
Sr. Scrum Master · ex-Verizon
★★★★★

“Clear, practical advice that gave me new insights to improve my profile. Approachable, prompt, and someone you can trust throughout.”

YI
Yuki Ikeda
Head of Japan Procurement · Kenvue
★★★★★

“Remarkable attention to detail and a deep understanding of career positioning. He transformed my resume into a compelling narrative.”

JT
Joseph T.
Head of Sales · Air Liquide
★★★★★

“Extremely detail-oriented and highly effective. Valuable suggestions across structure, content and positioning, so my profile stood out.”

JJ
Jobin Jacob
VP – Finance Transformation
★★★★★

“Strong focus on ATS optimization and career positioning, with a client-centric approach. I highly recommend him for anyone serious about growth.”

VB
Vijay Balah
B2B SaaS Sales · 18+ yrs
Straight answers

The things people ask before they book.

Asked on almost every call. Tap a card for the answer I would give you on it.

Fit check

Tick what is true. I will tell you which call — or that you do not need one.

Nothing is sent anywhere and nothing is stored. This runs in your browser and the answer changes as you tick.

Do not book if

  • You want a list bought and blasted — that is the thing that stopped working.
  • You want a guaranteed number of meetings or a guaranteed offer. Nobody honest sells that.
  • You want a certificate without building anything. There is nothing to show at the end of that.
Nothing ticked yet.

Tick whichever lines sound like your week. If none of them do, you probably do not need a call — and I would rather say so.

Contact

Let's build your pipeline — or your career.

One call, either track. We'll work out what's actually in the way and what to do about it.

📞 Book a Call