Advait Saraf.
.
AI Data Engineering mentoring for working professionals
Know ETL.
Now learn where AI fits.
without starting from sratch.
Book a free 30-minute AI Pipeline Clarity Call and leave with a written skill-gap map — three tools, the order to learn them, and a week-by-week build plan.
Takes 40 seconds. Pick any slot that suits you.
Worth ₹2,500 · Free this week · Only 5 seats
8 years. Certified Databricks engineer.
Built AI products for GCC clients.
SOUND FAMILIAR?
The same story, again and again.
Honestly, I see the same pattern in almost every conversation.
✓ Most people I speak to know SQL and ETL well. Where LangChain or vector databases fit — that part is blank
✓ In sprint meetings, LLM pipelines come up. They nod along, then go home and open five browser tabs.
✓ Two or three courses, done. None of it has shown up in their work or one appraisal conversation.
✓ Full-time work leaves real hours to protect. Every new resource they find asks for more time than they have.
The problem is not the skills. It is never having a specific, ordered build plan to follow.
WHAT YOU WALK AWAY WITH
Three things, in forty five minutes
This isn't a "let's get to know each other" chat. You leave with decisions made.
ONE
Your exact three tools, written down
Three AI tools — ranked by where you are right now. Not a general list. The exact three that make sense to learn first.
TWO
A week-by-week build plan
A specific week-by-week sequence to build your first AI data pipeline. Based on your current stack. Something to act on immediately.
THREE
One skill gap, clearly named
Most people cannot name what is holding them back. We name it together. One clear gap changes how every next step looks.
The written skill-gap map, the three tools in order, and the build plan — all yours to keep. Whether or not we ever work together, you leave with something concrete in your hand.
Worth ₹2,500 · Free this week · 5 seats
THE HONEST BIT
Why is this free?
Honestly, I run a few of these calls every week. It keeps me sharp on where data engineers are stuck right now. Some will want to join the Launchpad after. That is the honest reason.
Most people on this call will not go on to work with me. Don't worry — that is completely fine. The plan is yours either way. I would rather be useful than push the wrong person in.
No deck. No pitch. No pressure. We look at where you are, name the gap, and build the plan. That is all this call is.
Advait Saraf
I mentor data engineers making the shift to AI
BEFORE YOU BOOK
This call is not for everyone
Five seats a week. I'd rather they go to the right people.
Book this if
Working in ETL or SQL pipelines for three or more years.
Aware of LLM pipelines at work but not yet building them.
Preparing for an appraisal or interview in the next few months.
Able to give six focused sessions over three weeks.
Please don't book if
Relying only on free videos and not open to structured work.
Looking for someone to build the portfolio for you.
Currently working two jobs with no hours to spare.
Already deploying LLM pipelines in production at your current job.
WHO'S TAKING THE CALL
I've been where you are.
Advait Saraf — I mentor data engineers making the shift to AI.
Honestly, I spent 8 years building data pipelines before I touched my first LLM integration. That gap between traditional ETL and AI pipelines is real. I know exactly where experienced engineers get stuck — basically because I was stuck there too.
8 years in data engineering — certified Databricks Data Engineer Professional and Gen AI Associate.
Helped a GCC client build AI products that went into production.
Helped working professionals move from traditional pipelines into AI data engineering within 90 days.
PEOPLE WHO DID THIS
What happened after their call
“
I had applied to about forty jobs with no reply. In thirty minutes Anjali told me I was applying for the wrong level. I changed two things on my CV. Three interviews the next month.
Sneha R.
Back as a Senior Analyst after 4 years
“
The gap question terrified me. She gave me two lines to say. I used them word for word and the interviewer just moved on to the next question.
Priya M.
Operations role after a 6-year break
“
What I valued most was that she didn't sell me anything. I got the plan, I did it myself, and I emailed her nine weeks later to say I'd got the job.
Fatima S.
Returned part-time, then full-time
Only 5 seats open this week.
HOW IT WORKS
Three steps. Then we talk.
1
We map the exact three tools you need first
and the order to learn them — so nothing is wasted.
2
We build a week
by-week plan for your first AI data pipeline, specific to where you are right now.
3
You leave with a written skill
gap map you can act on the same day, not a vague next step.
What actually happens in the 30 minutes
No pitch deck. No pressure. Here's the whole thing.
0–8 min
Your story
Hello, how are you? We talk about where you are right now — your current stack, your experience, what is actually working.
8–18 min
The honest read
Honestly, we look at the gap. Which three tools matter first, and why the order matters more than the list.
18–27 min
We build the plan
We sketch your week-by-week build plan — one real AI data pipeline, built by you, using real tools.
27–30 min
If the Launchpad fits, I will say so once. If it does not, I will say that too.
30 minutes. A written plan the same day.
BEFORE YOU DECIDE
Fair questions
Is this call actually free?
Genuinely free. No card, no deposit, no trial. I keep five slots open each week because it's how I meet the people I eventually work with — and because most people only need the one conversation.
Will you try to sell me something over the call?
Honestly: if I think longer support would genuinely help you, I'll mention it once in the last three minutes. If I don't think it would, I won't bring it up at all. Either way you keep the plan.
I never touched Langchain or vector databases.Will I be completely lost?
Thirty minutes on Google Meet. Camera on is nicer but not required — plenty of people join audio-only and it works just as well.
I have a full time job. Do I have enough time for a 30 minute call ?
The longest break among the women I've worked with was eleven years, and she's employed now. Length matters far less than how you explain it and which roles you go after.
Who should not book this call?
Nothing. Bring your CV if it's handy — if it isn't, don't worry. Just find thirty quiet minutes where you won't be interrupted.
PICK YOUR TIME
Let's build your plan
Thirty minutes. A written plan in your inbox the same day.
Worth ₹2,500 · Free this week · Only 5 seats
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