GTM Engineering / Growth
Growth engineering — loops that compound, not campaigns that decay
We engineer activation, referral, retention, and pricing into your product as instrumented loops — measured, iterate-able, and built to compound.
Why Empiryx
Why teams run growth with Empiryx
Expertise
Growth engineering skills we ship
01
Activation loops
Onboarding flows and 'aha' engineering that compound usage into retention.
02
Referral & viral
Embeds, invites, and incentive systems wired into the product surface.
03
Pricing & packaging
Paywall, plan, and upsell surfaces built as instrumented experiments.
04
Retention analytics
Cohort, LTV, and churn models that feed back into the product roadmap.
Expertise
Roles & capabilities we specialise in
A deeper look at the specialists we place and the work they ship.
Activation engineering
Onboarding flows that find and protect the 'aha' moment.
Referral systems
Invites, embeds, and credits — wired to usage, not a checkbox.
Pricing paywalls
Metering, plan limits, and upsell surfaces as code.
PLG instrumentation
Event model and funnels that catch activation and drop-off.
Cohort & LTV
Retention curves feeding back into product and pricing.
Self-serve onboarding
Visitor-to-paid without a salesperson in the loop.
Industries we serve
Built for high-stakes sectors
Domain-aware engineers who understand your sector's constraints — not just the syntax.
B2B SaaS
PLG activation and upsell automation
Marketplaces
Two-sided growth and supply loops
DTC
Retention, LTV, and referral engines
FinTech
Onboarding to funded funnel engineering
FAQ
Answers to common questions
Process
How it works
Funnel diagnostic
We map activation, retention, and revenue leaks by cohort.
Loop design
We pick the 2–3 growth loops with the highest leverage and scope the build.
Ship & instrument
We build, instrument, and ship — every experiment has a metric and a kill-switch.
Compound
Weekly readouts and the next set of experiments queued from the learnings.
Get started
Growth loops that compound — shipped
Send the cohort churn. We'll bring the activation loop and the metric.
Explore more
Hire AI Developers in India
Pre-vetted ML, NLP, LLM & CV engineers. Onboard in 7–10 days.
Offshore Development Team India
Dedicated offshore engineering team embedded in your workflows.
ODC & GCC Setup India
Start with an ODC. Evolve into a fully owned GCC as you scale.
Hire Machine Learning Engineers
ML Engineers, Data Scientists, NLP & MLOps specialists in India.
Build Engineering Team in India
Full-team formation — frontend, backend, AI/ML, DevOps, and leads.
AI Automation
n8n, Zapier & custom workflows that run your business on autopilot.
AI Engineering
RAG, fine-tuning, and AI agents built for production, not demos.
MLOps
Model serving, monitoring, and CI/CD for machine learning systems.
DevOps
CI/CD, infrastructure as code, and observability that scales.
Application Scaling
Performance audits and fixes that take your MVP to production-ready.
Database & Data Engineering
Database design, pipelines, and migrations built to last.