AI engineering · United States & India

We build AI systems that do real work.

A small, senior engineering team shipping into live business workflows — not demos.

What our systems do · exception desk

Exception queue4 need review
  • Invoice #8412 paid twice$2,140
  • Freight 6% over contract rate$860/mo
  • PO-1108 short-received3 units
  • 214 line items reconciledclean
Illustrative · your system, your data
San Jose · New Delhi
BankingFintechStreaming & OTTB2B SaaSFuel RetailGarment ManufacturingLegalGamingAviationConstruction

The stance · partners, not vendors

The demo always works. Then it meets your real systems.

The old ERP. The spreadsheet that secretly runs everything. Data scattered across five tools. That’s where AI pilots die — so that’s where we start. We embed with your team, learn how the operation actually runs, and build on the real thing.

88%

Organizations using AI

<40%

Seeing measurable outcomes

McKinsey · State of AI, 2025

From your floor to production.

How we work
01

Understand

We map how the business runs — where it moves, where it stalls, what it costs.

02

Build

A custom system on your data, in production in weeks — not a proof-of-concept.

03

Compound

Every release surfaces the next bottleneck, until this is how the business runs.

Whatever the operation needs.

More of what we’ve built →

Every engagement starts from your problem, not our catalogue. A sample of what we’ve built. Most of it runs under our clients’ names, not ours.

Reconciliation engines

Books, bank, portal, ledger — matched line by line, exceptions named. Built for a betting operator, a micro-investing fintech, GST filers, and fuel retail.

Voice agents

Hindi and English agents answering real phone lines — telephony, not chat widgets. Built for a small-finance bank and a commuter bus fleet.

Document intelligence

Contracts, invoices, filings, compliance registers — read, extracted, tracked with an audit trail. Built for law chambers, property managers, a listed manufacturer.

Sales & lead systems

Lead routing across multiple OEMs for a dealership group; research agents that qualify prospects before your team wakes up.

Vision & CAD

Photo plus measurement spec in, production-ready pattern files out — feeding the CAD the factory already owns. Garment manufacturing, and anywhere paper meets machines.

Something only you haveTell us where it hurts, and see what else we’ve built →

When the problem repeats, we build it once, properly.

Our products

We ship our own products, end to end. Your custom build gets the same engineering.

Recoup

GST reconciliation · in production

Matches your books, the GST portal and the bank — invoice by invoice — and names the vendor blocking each rupee of input-tax credit.

Explore Recoup →

GasStationOS

Fuel retail back office · live

Reads the paperwork gas stations already produce — nightly close packets, bank statements — and reports every morning which numbers didn’t reconcile. First customer: a 40-store US operator.

See GasStationOS →

The work.

Shipped, in production
StageStreaming · OTT

“Every team became an AI team.”

FacilioB2B SaaS

“They stopped chasing the target. They raised it.”

BachattFintech

“The agency loop didn’t get faster. It disappeared.”

Built by a small senior team — founder-led, hands-on on every build. Engineers who built money-critical systems at Morgan Stanley and NSE. The team →

Open notebook

We publish how we work.

Evals as the shipping contract, prompt-injection defenses that hold, MCP authorization in production — the engineering behind our builds, written up as we go. Read it before you hire us.

Built to run your operation.

Why Agentropic

From insight to action.

Systems that route, file and reconcile inside your workflow — not another dashboard to read.

Built for your problem.

Shaped to your data, your rules, your operation. Custom by default, never a generic model.

Secure, compliant, owned.

Your code, models and data — yours, in your own environment. Nothing leaves your systems without your say.

Live in weeks — then yours.

Production, not a demo. Your team runs it after we leave. We upskill your people; we don’t become a dependency.

Start a build

Tell us where it hurts.

A short conversation, then a system running on your data, measured in weeks. No slideware, no lock-in. Most engagements start with the Sprint — one team, one metric, a working system by Friday.