AI-Native Boutique Content Studio

We build the machine behind your content.

Seven years with top creators taught us what makes content work. We bring that to your channel — strategy, scripting, production, growth — powered by AI systems that get sharper every week.

15M+ Creator audience managed
40M+ Views driven
3x Apple Best Podcast
Founded by Rishwajeet Singh — 7 years building content systems for India's top creators.
The System Live
Strategy

We figure out what's going to work before you commit to it. Our models score every direction — topic, format, hook, audience — so you only produce what's going to land.

Every recommendation → backed by data, not gut
Scripting

Long-form, short-form, podcasts, reels — we write multiple variations so you can test what lands. Editorial judgment at volume.

Turnaround → weeks of content in days
Production

Video and podcast production end to end. We build your production workflow so it keeps running — even when we're not in the room.

Apple Best Podcast '25 → built on our pipeline
Growth

Distribution, platform strategy, performance tuning. Everything measured, everything fed back. The system gets sharper the longer we work together.

Track record → 0→100K in 90 days, 100K→500K
Brief Strategy Script Produce Publish Measure Learn
Money Matters — 40M+ views KariGhars — +478% watch time Freedom With AI — 0→100K 3x Apple Best Podcast Avinash Mada — 100K→500K Money Matters pipeline — still runs without us Money Matters — 40M+ views KariGhars — +478% watch time Freedom With AI — 0→100K 3x Apple Best Podcast Avinash Mada — 100K→500K Money Matters pipeline — still runs without us
We've spent seven years learning what makes content work at scale. Every creative call we make now has data behind it — forecasting models, audience analysis, performance prediction — so taste never has to rely on gut alone.
The taste is ours

Seven years with creators like Warikoo and Masoom taught us which stories land at scale, when a format has run its course, and what makes someone stop scrolling. That judgment runs through everything we make.

We predict before we produce

Our models forecast performance before you shoot — topic, format, hook, emotional register — every direction we recommend has a number behind it, tested against reality.

The system gets sharper over time

Every result feeds back into the model. We build content calendars, guest selection systems, and production workflows that keep running without us. The longer we work together, the better the output gets.

Founder-led, by design

Rishwajeet personally built the AI pipeline behind Money Matters, the content intelligence system behind Masoom's podcast, and the growth strategy behind every client on this page. When you book a call, he's the one who shows up. When we build your system, he's the one building it.

Fewer clients, more depth

We work with a handful of creators at a time. That's not a limitation — it's the product. Every client gets the level of attention that produced Apple's #1 podcast. We say no to most inbound so we can say yes properly.

More than a consultant, not an agency

A consultant gives you advice and leaves. An agency gives you a team you've never met. We're neither. You get one person's judgment — with systems behind it that let that judgment reach further than a solo consultant ever could.

You work with Rishwajeet. Not an account manager. Not a coordinator. The person who built the system is the person on your calls.
Ankur Warikoo

Ankur Warikoo

Money Matters — India's #1 Finance Podcast
40M+
Views on the show
9M→13M
Follower growth
#1
Finance podcast in India
4 days
To build the AI system
Every week, thousands of people submitted their financial stories hoping to appear on Money Matters. The team spent days manually evaluating every single one. We built an end-to-end AI pipeline in 4 days — two-layer filtering that handles demographics first, then uses AI to assess which stories would resonate with millions. What took the team days now takes under 60 minutes. After two years working together, the system still runs the show without us.
"Game changer!"
Masoom Minawala

Masoom Minawala

The Masoom Minawala Show — #1 Podcast for Women
35M+
Lifetime views
60K→130K
Subscribers
#1
Apple Best Podcast '25
3.5M
Top IG content views
We built a content intelligence system that codes every episode across 12 dimensions — topic, authority type, emotional register, specificity — and uses prediction models to forecast performance before a single frame is shot. The system tells us which guests, which angles, and which packaging will work. That's how you grow a podcast to Apple's #1 for women in India and 35M+ views in under a year.
"Super work."
KariGhars
The KariGhars Content strategy, +478% watch time
Freedom With AI
Freedom With AI Channel launch, 0 → 100K in 90 days
Avinash Mada
Avinash Mada Growth strategy, 100K → 500K
Astro Arun Pandit
Astro Arun Pandit Content systems, multi-platform
Indian Silicon Valley
Indian Silicon Valley Scripting & production pipeline

Who should work with Machine House?

Creators, podcast hosts, and personal brands who want to grow with a data-driven content system. We work best with people who already have traction (10K+ followers) and want to scale, or established creators (500K+) who want AI systems to automate their content operations.

What makes you different from other agencies?

Three things. We use custom AI prediction models that forecast performance before you shoot. We build self-running systems — your content operation keeps running without us. And you work directly with the founder, not junior account managers.

How is your AI different from ChatGPT?

Our systems are custom-built prediction models trained on actual creator performance data. They forecast which topics, formats, hooks, and guests will perform before you produce anything. ChatGPT can help you write; our systems tell you what to write about.

Do you work with creators outside India?

Our core expertise is the Indian creator market, but our AI systems and content strategy frameworks work for any English-language creator. We've worked with creators targeting global audiences.
Whether it's a channel, a podcast, or something you haven't started yet — let's figure it out together.
Book a call (opens in new tab)
15-minute intro. No pitch deck.
or just email