AI/GTM Systems Engineer

I build AI-powered GTM systems that make lean sales teams unstoppable.

8 years of production AI/ML engineering, now applied to revenue automation. Lead enrichment agents, personalized outbound at scale, RAG-powered knowledge systems — real infrastructure, not no-code toys.

8+
Years Production AI/ML
5+
Companies Built For
Manual Tasks Automated
24h
US Timezone Overlap
What I Build

Production-grade AI systems for revenue teams.

Not prototypes — real infrastructure.

AI-Powered Outbound System

Automated prospect research, enrichment, scoring, and personalized multi-channel outbound. Your SDR team's 40-hour week reduced to minutes.

ICP-based targeting

Company enrichment

Contact discovery

Email + LinkedIn + Twitter outreach

Signal Detection & Intent Monitoring

Track hiring changes, funding rounds, tech stack shifts, and competitor reviews across your target accounts. Get notified when buying signals appear.

Real-time signal tracking

Automated alerts

Scoring engine

CRM integration

Custom AI Agent Workflows

End-to-end AI agent pipelines — RAG systems, multi-agent orchestration, data extraction, and automated decision flows built on your stack.

LangGraph orchestration

FastAPI backend

Vector DB integration

Production deployment

Proof of Work

Systems I've Built. Numbers That Matter.

No company names. No fluff. Just measurable outcomes from real production systems.

500+
Leads/Week
4hrs → 12min
Research Time
3x
Reply Rate
99.9%
Uptime
500+
LEADS PROCESSED / WEEK

Built a lead enrichment agent that reduces manual prospect research from 4 hours/day to 12 minutes — with automated scoring and CRM sync.

LangChainPythonClayHubSpot
10,000+
MONTHLY RAG QUERIES SERVED

Designed a multi-agent RAG system with sub-2-second response times across a 50,000-document knowledge base.

QdrantFastAPIAWSLangChain
3x
OUTBOUND REPLY RATE

Automated personalized outbound generating 3x higher reply rates — using AI that researches each prospect individually.

LangGraphOpenAIApollon8n
99.9%
PLATFORM UPTIME

Architected a production AI platform serving multiple tenants with isolated execution, real-time monitoring, and 99.9% uptime.

DockerKubernetesPostgreSQLRedis
50+
BUYING SIGNALS TRACKED

Built intent signal monitoring system tracking hiring changes, funding rounds, tech stack shifts, and leadership moves across target accounts.

PythonSlack APIClayCrunchbase
Zero
PROMPT INJECTION VULNERABILITIES

Secured AI agent pipelines against prompt injection, prompt leaking, and model abuse. Built input sanitization, output validation, and access controls.

LangChainOpenAISecurityValidation
See It In Action

Real systems. Real data. Watch the full demos.

Production-grade AI systems delivering measurable results.

Sigrich — AI Prospecting Engine

From ICP definition to fully researched prospects with personalized multi-channel outreach — automated end to end.

LangGraphFastAPISupabaseAI Agents

AI Signal Radar — Business Signal Detection

Detects hiring, funding, tech stack, and review signals across target accounts. Triggers automated outreach flows and books meetings.

PythonFastAPIAI AgentsMulti-Source Scraping
Tech Stack

Built With Production-Grade Tools

Not no-code. Not prototypes. Real engineering.

Python
Primary
LangChain
Agents
LangGraph
Orchestration
FastAPI
Backend
AWS Bedrock
LLM Layer
Pinecone
Vector DB
Qdrant
Vector DB
ChromaDB
Vector DB
Clay
GTM Data
n8n
Workflows
Apollo
Prospecting
Docker
Containers
Kubernetes
Orchestration
Redis
Caching
PostgreSQL
Database
HubSpot
CRM
Experience

8 Years Building Production AI

Not tutorials. Not side projects. Systems handling real data at scale.

AI/GTM Systems Engineer

Stealth Startup

Building AI-driven go-to-market infrastructure for B2B outbound. Custom lead enrichment agents using LangChain and Python, automated prospecting pipelines with Clay & n8n, AI agents analyzing buying signals.

AI/ML Engineer & Platform Lead

Aigentics

Multi-tenant AI platform with sandboxed execution, RAG access controls, and multi-agent orchestration. Production ML pipelines with Python, FastAPI, Redis, PostgreSQL.

ML Engineer

Aventior, Advanced Risk Analytics, Lincode

Computer vision, NLP, predictive analytics, TensorFlow. Built and deployed ML models in production across finance, risk analytics, and enterprise platforms.

How It Works

From first call to live system in weeks, not months.

A streamlined process to get your AI revenue engine running.

01

Discovery Call

30-minute call to understand your outbound process, target market, and current pain points.

Free — no commitment

02

GTM Audit & Blueprint

I map your entire outbound workflow and deliver a technical blueprint for your AI-powered system.

Custom pricing

03

Build & Deploy

I build, test, and deploy your custom system. Your team gets trained and your pipeline starts flowing.

2-4 week delivery

Let's Build Your AI Revenue Engine

Book a 30-minute discovery call. No pitch deck, no fluff — just a conversation about what you need.

Prefer email? Reach me at snehalaiengineer@gmail.com