About Us

Demos Are Easy. Production Is the Job.

We build agents that take a real process off your team's desk and keep running: document and data workflows, reconciliation, onboarding checks and operations.

Built by engineers from PayPal, RBS, Merrill Lynch and BNY Mellon

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Years in Production Systems

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Years in Production Systems

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Banks and Insurers Served

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Banks and Insurers Served

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Agents Live in Production

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Agents Live in Production

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Countries Delivered In

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Countries Delivered In

oUR Journey

Twenty years building fraud, credit risk, lending and payments systems for PayPal, RBS, Merrill Lynch, BNY Mellon and banks across India, Vietnam and China. Now applied to AI agents.

AI Agent Development
Production Hardening
Document & Data Workflows
Fraud & Risk Automation
Fractional AI Engineering

Our Values

How We Work

Three rules we do not bend: one process per agent, evaluation before code, and a named owner on your side.

One Process, End to End

If you cannot draw it on a whiteboard in two minutes, it is not ready for an agent. We help you find the one that is.

Straight Answers

If you cannot draw it on a whiteboard in two minutes, it is not ready for an agent. We help you find the one that is.

Production Discipline

If you cannot draw it on a whiteboard in two minutes, it is not ready for an agent. We help you find the one that is.

What We Bring

Banking-Grade Engineering, Applied to Agents

Twenty years inside banking, fraud and lending systems, where downtime and false positives both cost real money.

Fraud and Risk Systems

Twenty years at PayPal, RBS, Merrill Lynch and BNY Mellon

Evaluation Sets

Built from your real data before a model is chosen

Exception Queues

Every uncertain case goes to a person, with reasoning attached

Confidence Gates

Nothing is written to your systems without a match or a human

Cost Controls

Model tiering and monthly caps agreed up front

Named Ownership

An owner on your side who keeps the agent switched on

Fraud and Risk Systems

Twenty years at PayPal, RBS, Merrill Lynch and BNY Mellon

Evaluation Sets

Built from your real data before a model is chosen

Exception Queues

Every uncertain case goes to a person, with reasoning attached

Confidence Gates

Nothing is written to your systems without a match or a human

Cost Controls

Model tiering and monthly caps agreed up front

Named Ownership

An owner on your side who keeps the agent switched on

Case study

Agents Running in Production

Twenty years inside banking, fraud and lending systems, where downtime and false positives both cost real money.

UAE Commodity Trading Firm

A multi-agent system from counterparty onboarding through to technical operations, with a human gate on every write.

Read the Build

Custom

Multi-Agent System

Data

Human-in-the-Loop

Hyderabad Retail ERP

Agents inside a retail ERP that match supplier invoices to purchase orders, flag mismatches and draft reorders. Confident cases post, the rest queue for a person.

Read the Build

Custom

Multi-Agent System

Data

Human-in-the-Loop

Agri Marketplace Grading

A vision grading agent for an agri-commodity marketplace: grade, defect rate and foreign matter from a photo, with a human check on anything below the confidence threshold.

Read the Build

Custom

Multi-Agent System

Data

Human-in-the-Loop

UAE Commodity Trading Firm

A multi-agent system from counterparty onboarding through to technical operations, with a human gate on every write.

Read the Build

Custom

Multi-Agent System

Data

Human-in-the-Loop

Hyderabad Retail ERP

Agents inside a retail ERP that match supplier invoices to purchase orders, flag mismatches and draft reorders. Confident cases post, the rest queue for a person.

Read the Build

Custom

Multi-Agent System

Data

Human-in-the-Loop

Agri Marketplace Grading

A vision grading agent for an agri-commodity marketplace: grade, defect rate and foreign matter from a photo, with a human check on anything below the confidence threshold.

Read the Build

Custom

Multi-Agent System

Data

Human-in-the-Loop

What We Build

Agents for Work Where Mistakes Cost Money

Twenty years inside banking, fraud and lending systems, where downtime and false positives both cost real money.

Invoices read, matched to purchase orders and posted. Anything odd goes to an exception queue with the reasoning attached.

Invoice to Posting

Production Agent

Identity and document verification for onboarding, with confidence thresholds agreed with the risk owner before launch.

KYC and Document Checks

Production Agent

Supplier, settlement and ledger data matched across systems. Mismatches surface to a person instead of posting silently.

Reconciliation

Production Agent

The full picture in one place for investigators: history, linked accounts, prior actions. Handling time roughly halves.

Fraud Investigation Assistant

Production Agent

A photo of a lot in, a grade and defect report out. It under-grades cautiously and never over-grades.

Commodity Grading

Production Agent

What We Build

Agents for Work Where Mistakes Cost Money

Twenty years inside banking, fraud and lending systems, where downtime and false positives both cost real money.

Invoices read, matched to purchase orders and posted. Anything odd goes to an exception queue with the reasoning attached.

Invoice to Posting

Production Agent

Identity and document verification for onboarding, with confidence thresholds agreed with the risk owner before launch.

KYC and Document Checks

Production Agent

Supplier, settlement and ledger data matched across systems. Mismatches surface to a person instead of posting silently.

Reconciliation

Production Agent

The full picture in one place for investigators: history, linked accounts, prior actions. Handling time roughly halves.

Fraud Investigation Assistant

Production Agent

A photo of a lot in, a grade and defect report out. It under-grades cautiously and never over-grades.

Commodity Grading

Production Agent

What We Build

Agents for Work Where Mistakes Cost Money

Twenty years inside banking, fraud and lending systems, where downtime and false positives both cost real money.

Invoices read, matched to purchase orders and posted. Anything odd goes to an exception queue with the reasoning attached.

Invoice to Posting

Production Agent

Identity and document verification for onboarding, with confidence thresholds agreed with the risk owner before launch.

KYC and Document Checks

Production Agent

Supplier, settlement and ledger data matched across systems. Mismatches surface to a person instead of posting silently.

Reconciliation

Production Agent

The full picture in one place for investigators: history, linked accounts, prior actions. Handling time roughly halves.

Fraud Investigation Assistant

Production Agent

A photo of a lot in, a grade and defect report out. It under-grades cautiously and never over-grades.

Commodity Grading

Production Agent

AI AGENTS THAT SURVIVE PRODUCTION

Got a Process an Agent Could Own?

Tell us what it is. We will tell you straight whether it is worth building.

Book a Call

AI AGENTS THAT SURVIVE PRODUCTION

Got a Process an Agent Could Own?

Tell us what it is. We will tell you straight whether it is worth building.

Book a Call

AI AGENTS THAT SURVIVE PRODUCTION

Got a Process an Agent Could Own?

Tell us what it is. We will tell you straight whether it is worth building.

Book a Call