Founder-led · one week · your stack

We make your team AI-native in a week.

And they own it after we leave — no black box, no lock-in.

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“What I was actually doing till now was only 5% of what I can do now.”

Senior engineer · after a one-week sprint
Catalyst

We don't sell agents. We change how the team works so it keeps building after we leave.

On your stack

We build alongside your team, on your tools, in your workflows. No black box. No lock-in.

Working systems

By the end, real systems run end-to-end — connected to your live data — and your team owns them.

The Record

What shipped

Two ways to engage

No retainer · no lock-in
The Sprint

1 week on-site + 3 weeks office hours

One non-technical team — marketing, sales, ops — ships its first real AI workflow in a week.

The Engineering Transformation

2 weeks on-site + 2 weeks office hours

An engineering team rebuilds how it ships, on its real codebase, in two weeks.

Book a call

Onsite, in a room — your people hold the keyboard from the first prompt to the last. Never remote.

The Range

Across industries
Banking · compliance

A regulatory compliance system of record — AI-assisted ingestion, applicability mapping, approval workflows, and audit trail.

Banking · voice

A production Hindi voice agent for loan qualification and scheduling, with a full operations dashboard.

Construction services

A billing rate-intelligence platform that validates field tickets against contract rate cards and surfaces revenue leakage.

Food manufacturing

Dock-receiving digitisation with accounting-system sync and food-safety audit traceability.

Media

An AI data pipeline that replaces an analyst team's daily manual reporting.

Legal

A legal workflow build, plus a research system over a large private document corpus.

From one-week sprints to deployed, live systems — across banking, construction, manufacturing, media and more — built by a small senior team.

Real integrations — accounting systems, telephony, cloud, live client data. Not demos; running in production.

The doctrine

Most companies don't have an AI problem. They have a pre-AI operating system they keep bolting AI onto.

Every repetitive or reasoning-bounded task deserves AI's right of first refusal. Humans keep what only humans can do.

The Week

Shipped by Friday
Day 1

Lock the plan

We walk the team's real workflow — founders in the room — and lock the one bottleneck worth breaking.

Days 2–5

Build with the team

AI installed inside their actual workflow, on their machines, their hands on the keyboard. We clear blockers together.

By Friday

They own it

A real system runs end-to-end. Three weeks of office hours follow as the team extends it themselves.

You leave with

AI in one real workflow, on your machines · the team trained to extend it · a clear before/after on the bottleneck we picked on Day 1 · a 90-day plan.

Who you'd work with

You'd work with Ashish Meena and a small senior pod — not an account manager.

IIT Bombay CS · 3× CTO · AI health-tech founder · 20+ yrs across high-frequency trading, telecom, mobility & healthcare

Start here

Tell us what's broken.

One conversation, or one structured week. You pick.