At a glance

Hire a GTM engineer who builds the system, not another list

GTM engineering services

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Free 30-min call. No pitch, no slides.

Your code. Your infrastructure. Production guardrails. Built around your workflow. One accountable engineering team.

What a GTM engineer builds

What it is

The role sits between sales, marketing and engineering. Sales wants better targets and less admin. Marketing wants signal to turn into pipeline. Neither team has the time to build the plumbing, and a spreadsheet plus a sequencing tool stops scaling at some point.

In practice the work is five things. Capturing signals such as site visits, job changes and product usage. Enriching accounts and contacts so the data is usable. Keeping the CRM clean so reports can be trusted. Building outbound systems that pick who to contact and with what. And measuring which of it produced meetings.

We use AI where it earns its place, for research, classification and drafting, and plain code and workflows for everything else. Every write to the CRM is validated and logged, so a bad output does not corrupt your records.

Is this the right fit?

Fit check

Where this wins

Agencies and SaaS teams with outbound already running

The process exists but leaks. Signals are not reaching targeting and reps spend their day on research and data entry.

Sales teams losing hours before every call

Pre-call research, CRM updates and lead scoring done by agents before a rep opens the account.

Teams that need one hire to own the whole loop

One engineer across product data, enrichment and outbound tooling, instead of three half-owned tools.

  • Agencies and SaaS teams with outbound already running The process exists but leaks. Signals are not reaching targeting and reps spend their day on research and data entry.
  • Sales teams losing hours before every call Pre-call research, CRM updates and lead scoring done by agents before a rep opens the account.
  • Teams that need one hire to own the whole loop One engineer across product data, enrichment and outbound tooling, instead of three half-owned tools.

When NOT to use this

  • You have no ideal customer profile yet. A GTM engineer automates a motion that works. We will tell you to define the motion first.
  • You want someone to send outreach on your behalf. We build the system your team runs, we do not run campaigns for you.
  • Your CRM has no API or export. We will say what a workaround costs before you commit.

How a GTM engineering engagement runs

How it works

We start from the pipeline as it is today and remove the manual steps in order of hours saved.

Typical timeline

Scoped after a free audit call. An embedded engineer then owns the backlog.

Stack we build with

n8n · TypeScript · Python · Claude · PostgreSQL · Supabase · Webhooks · Your CRM and outbound tools

Pipeline audit

Trace one lead from first signal to booked meeting and mark every manual step and data gap.

Signals and enrichment

Connect the signals that matter and enrich accounts with rules for what counts as good data.

CRM hygiene and scoring

Deduplicate, standardize fields and score leads, with every change logged.

Outbound system

Feed targeting and sequences from the signal data, with approval steps where your team wants them.

Measure and tune

Track which signals produce meetings and cut the ones that do not.

  • 01 Pipeline audit Week 1 Trace one lead from first signal to booked meeting and mark every manual step and data gap. Deliverable Annotated pipeline and priority list
  • 02 Signals and enrichment Week 1 to 3 Connect the signals that matter and enrich accounts with rules for what counts as good data. Deliverable Working signal and enrichment flow
  • 03 CRM hygiene and scoring Week 3 to 4 Deduplicate, standardize fields and score leads, with every change logged. Deliverable Clean CRM and scoring logic
  • 04 Outbound system Week 4 to 6 Feed targeting and sequences from the signal data, with approval steps where your team wants them. Deliverable Live outbound flow
  • 05 Measure and tune Track which signals produce meetings and cut the ones that do not. Deliverable Weekly report and backlog

Want to see what a GTM engineer would fix first?

Bring your current pipeline. We trace one lead from signal to meeting and tell you where the hours go.

What GTM engineers build for teams like yours

Use cases

Marketing Operations Automation

Customer Support Automation

Creative Automation

Visitor signals into outbound

Site and product signals feed targeting directly instead of a weekly export.

Pre-call research agents

Account research and CRM updates prepared before every call.

Inquiry scoring and follow-up

Multilingual inquiries scored and followed up in the right language, tracked in one place.

What your first 30 days look like

First 30 days

A traced pipeline and at least one manual step already removed.

Pipeline audit

Week 1

One lead traced end to end, with every manual step and data gap listed by hours lost.

First signal flowing

Week 2

One buying signal captured and pushed into targeting without anyone copying it by hand.

Enrichment and CRM rules

Week 3

Validated enrichment and deduplication running on a sample before it touches live records.

Scoring and reporting

Day 30

Lead scoring live, and a report showing which signals lead to meetings.

Scope and exclusions

Scope

In scope

  • Signal capture from your site, product and third-party sources
  • Enrichment pipelines with validation and deduplication
  • CRM hygiene automation and scoring, with logged writes
  • Outbound targeting and sequencing logic wired to your existing tools
  • Reporting that ties activity to meetings booked

Not in scope

  • Buying or renting contact lists on your behalf
  • Running outreach campaigns or writing every email for you
  • Guaranteed meeting or revenue numbers
  • Replacing your CRM

Results from GTM engineering work

Results

Achieved results only. Clients that have not agreed to be named are described instead.

One engineer sat inside the live product and the outbound tooling at once. Visitor signals now flow straight into outbound targeting with no manual work, and the engineer became a standing part of the product team.

Agents do pre-call research, update the CRM and score leads automatically. Research time per prospect dropped and the sales team's conversion rate went up.

Every inquiry is scored and followed up automatically in the right language, and the full journey from inquiry to treatment is tracked in one place.

How this is priced

Pricing

Priced per project and scoped after a short discovery call, not sold as a fixed package. Cost follows the number of systems, the access model and the security requirements.

Scoped build

Scoped after a discovery call

Most engagements start with one narrow, high-value piece so you see it running in production before anything expands.

Embedded engineer

From $60,000/year

A dedicated engineer building and maintaining the work inside your team, instead of a scoped project.

Get a GTM engineer on your pipeline

Next step

Book a free audit call. You leave with a prioritized list of what to automate first, whether or not you hire us.

Tell us where your pipeline leaks

A 30 minute call. We look at your signals, CRM and outbound setup and tell you what a GTM engineer would build first.

In this call, we'll walk through your project scope, timeline, and goals - so we can both check if we're a fit. No obligation, no slide deck, just a working session.

Consultation

This call is for teams ready to move. If that's you, pick a time.

Hiring a GTM engineer

FAQ

They build the systems. An SDR runs outreach and a RevOps person owns process and data. A GTM engineer writes the code and workflows that connect signals, enrichment, the CRM and outbound tools so both of those roles spend less time on manual work.

An embedded engineer placement starts from $60,000/year, and a 90-day replacement guarantee applies if the fit is wrong. A shorter scoped build is quoted after a discovery call.

Both. Some teams want a full-time engineer who owns the backlog. Others want one focused system built and handed over. The audit call decides which one fits.

Your existing CRM and outbound tools, connected through their APIs, plus n8n or custom code for the pipeline and Claude or OpenAI models where AI helps. We do not require you to switch tools.

No. We remove manual work, improve data quality and make signal usable. Meetings depend on your offer and market, so we report what the system produces and tune it weekly.

Book a Call

Talk to an AI engineer

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Book a 30min Free Strategy Call

In this call, we?ll walk through your project scope, timeline, and goals?so we can both check if we?re a fit. No obligation, no slide deck, just a working session.

Don?t want a call? Email info@manasflow.com

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One connected approach, from the first workflow to a company that runs smarter.

Built around your business. Powered by ManasFlow.

Built with the tools your team already knows

Clauden8nSupabaseGitHub
ManasFlow Automation Teaminfo@manasflow.com

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Build the complete system

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Before we build

At a glance questions

Practical answers about scope, delivery, ownership, and working with ManasFlow.

What does a GTM engineer do that an SDR or RevOps person does not?

They build the systems. An SDR runs outreach and a RevOps person owns process and data. A GTM engineer writes the code and workflows that connect signals, enrichment, the CRM and outbound tools so both of those roles spend less time on manual work.

How much does it cost to hire a GTM engineer?

An embedded engineer placement starts from $60,000/year, and a 90-day replacement guarantee applies if the fit is wrong. A shorter scoped build is quoted after a discovery call.

Do you place engineers or build the system yourselves?

Both. Some teams want a full-time engineer who owns the backlog. Others want one focused system built and handed over. The audit call decides which one fits.

Which tools do you work with?

Your existing CRM and outbound tools, connected through their APIs, plus n8n or custom code for the pipeline and Claude or OpenAI models where AI helps. We do not require you to switch tools.

Can you promise a number of meetings booked?

No. We remove manual work, improve data quality and make signal usable. Meetings depend on your offer and market, so we report what the system produces and tune it weekly.