Leads arrive. Sales doubts every one.
Quality complaints on every handoff, and nobody can say where the good ones went.
Hi, I’m Sam.
Sam Lingaraju. I build AI agents that do the work.
Most AI stops at a chat window.
It answers.Mine acts.
- A lead comes in
- Agent qualifies it
- Called in 5 min
If this sounds familiar.
These aren’t traffic problems or ad problems. They’re plumbing problems, and plumbing doesn’t fix itself.
Four tools. One question.
Answering “what’s working?” means pulling reports from three or four places.
A CRM nobody trusts.
So everyone keeps their own spreadsheet on the side.
Follow-up by luck.
Speed to lead depends on who happens to be looking.
Fix the plumbing.
The pipeline follows.
Attract
Paid media and tracking bring the right people in.
Google Ads
Meta
Campaign Manager 360
Capture and nurture
Forms, scoring and journeys keep leads warm.
Marketo Engage
HubSpot
Adobe Campaign
Braze
Customer.io
Qualify and route
Clean records reach the right owner in minutes.
Salesforce
Dynamics 365
Zoho CRM
Automate with AI
Workflows and agents do the repetitive work.
n8n
Zapier
Make
Claude
ChatGPT
Copilot
Measure
One set of numbers, wired to the source data.
Google Analytics
Adobe Analytics
Looker Studio
Power BI
BigQuery
Google Cloud
Reports feed the next campaign, and the loop starts again.
Logos are the tools I work in. No partnership or endorsement implied.
What comes after automation
Agents that don’t clock off.
These are the always-on agent platforms I work with. I help you build agent systems on them, inside your business and your workflows. They run on their own, and always ask for your approval before acting on anything that matters.
The platforms I build agent systems on, inside your business and workflows.
How I build autonomous agent systems.
It’s agentic engineering, not vibe coding: the agent does the work on its own, and you stay in charge of every decision that counts.
You set the goal
We agree the outcome, the tools it can use, and where it has to stop and check with you.
It runs on its own
No one watching a screen. It works day and night, inside the permissions you gave it.
You approve what matters
Anything that sends, spends or changes something important waits for your yes. Every action is logged.
Product names and logos belong to their owners. No partnership or endorsement implied. Availability varies by plan and region.
What changes once it’s built.
Marketing automation and CRM
Every lead gets followed up, without anyone remembering to.
Scoring, routing and nurture built in Marketo, HubSpot or Salesforce, so a new lead reaches the right person in minutes and nothing sits in a queue over the weekend.
AI and workflow automation
The repetitive work runs itself.
Agents and workflows for documents, invoices, enrichment, internal assistants and content systems. Built to survive real traffic, not just a demo.
RevOps and analytics
One set of numbers everyone agrees on.
Attribution and pipeline reporting wired into the source data, so what’s working takes one look instead of three exports.
The work, in numbers.
Three real projects, and what they changed.
Under 5 min
Lead follow-up, down from 46 hours. Close rate up 27%.
Lead routing and instant notifications in Marketo.
$14,000
Saved by cleaning a CRM the company paid for per record.
Full database audit: stale, duplicate and invalid records removed.
Zero
Invoices built by hand.
End-to-end invoice automation in n8n.
What clients say.
Formlabs, Apple, Adobe and the small teams in between.
Built our marketing automation from the ground up. Always had an answer to the tough technical questions.
Solutions-oriented, dependable, and knows how to run the operational backbone of a marketing and sales org.
A true master of Marketo and marketing automation. Rebuilt our lead generation and data practices, and great to work with.
Deep knowledge of business solutions, with a workflow that made change requests painless and every project a dream.
Invoices used to be handled manually. Now that whole process runs itself, thanks to an automation built in n8n.
Want the same for your stack?
Book a callThree steps, no mystery.
The same sequence every time, whether it’s one workflow or a full stack rebuild.
- Step 1
Diagnose
I audit your stack, your data flows, and where leads actually fall through.
- Step 2
Design
Architecture, workflows, scoring and routing logic, mapped out before anything gets built.
- Step 3
Deploy
Build, integration, testing, and a handover that doesn’t leave you dependent on me.
What I’ve been building.
All posts
AI agents
From FAQ bots to real AI assistants built for production
Workflow build
An invoice processing workflow built in n8n
Lead scoring
The art of lead scoring in the age of AI
Get my notes on marketing ops and AI automation.
One short email when there’s something worth sharing.
Got a marketing stack that’s fighting you?
20 minutes. If I can’t point to at least one real leak in your funnel by the end of the call, I’ll tell you straight. No pitch, no follow-up.