Founder-led · your stack · no lock-in

We make your team AI-native.

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

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

Sabya · flight-controls engineer, Series-B eVTOL company
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

How we engage

No retainer · no lock-in · priced by outcome
The Impact Diagnostic

One day inside your company · priced plan in 7 days

We diagnose by building — a working demo runs on your stack before we leave. One fixed fee, and the plan is yours either way.

The full Diagnostic →

The Sprint

On-site, with your team · supported for 60 days after

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

The Engineering Transformation

On-site, with your engineers · supported for 60 days after

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

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 focused 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.

When a build recurs, we make it a product

Our first
Recoup

We built the same reconciliation engine six times — across banking, tax and payments clients. So we made it a product. Recoup reconciles your GST input-tax credit every month and tells you, in plain English, exactly which vendor is blocking each rupee.

agentropic.ai/recoup →

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 Build

Shipped in days, not quarters
01 · Plan

Lock the plan

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

02 · Build

Build with the team

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

03 · Own

They own it

A real system runs end-to-end. Sixty days of support 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 together · 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 day inside your company. You pick.