Features

What a Production Agent Includes

Every build ships with the parts demo shops skip: the evaluation set, the exception queue, the monitoring and the cost caps.

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

Document Workflows

Invoices, contracts and KYC files read, matched and posted. Anything odd goes to review.

Data Reconciliation

Supplier, settlement and ledger data matched across ERP, CRM and bank feeds.

Operations Automation

Multi-step back-office processes run unattended, with a human gate where a mistake costs money.

Own One Process

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.

Watch Both Error Rates

Model tiering, caching and loop caps, so the bill is predictable before go-live.

Why choose us?

Why teams pick us over a demo shop.

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

Two Numbers, Never One

Miss rate and over-flag rate reported separately, against real cases, every week.

Your Systems, Not Ours

Agents run inside your ERP, CRM, bank feeds and ticketing. You own the build.

Cost Under Control

Model tiering, caching and loop caps, so the bill is predictable before go-live.

Cloud or On-Premise

Miss rate and over-flag rate reported separately, against real cases, every week.

Regulated-Grade Controls

Agents run inside your ERP, CRM, bank feeds and ticketing. You own the build.

Live in a UAE commodity trader, a Hyderabad retail group and our own agri-commodity marketplace.

Get Started

Why choose us?

Why teams pick us over a demo shop.

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

Two Numbers, Never One

Miss rate and over-flag rate reported separately, against real cases, every week.

Your Systems, Not Ours

Agents run inside your ERP, CRM, bank feeds and ticketing. You own the build.

Cost Under Control

Model tiering, caching and loop caps, so the bill is predictable before go-live.

Cloud or On-Premise

Miss rate and over-flag rate reported separately, against real cases, every week.

Regulated-Grade Controls

Agents run inside your ERP, CRM, bank feeds and ticketing. You own the build.

Live in a UAE commodity trader, a Hyderabad retail group and our own agri-commodity marketplace.

Get Started

Why choose us?

Why teams pick us over a demo shop.

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

Two Numbers, Never One

Miss rate and over-flag rate reported separately, against real cases, every week.

Your Systems, Not Ours

Agents run inside your ERP, CRM, bank feeds and ticketing. You own the build.

Cost Under Control

Model tiering, caching and loop caps, so the bill is predictable before go-live.

Cloud or On-Premise

Miss rate and over-flag rate reported separately, against real cases, every week.

Regulated-Grade Controls

Agents run inside your ERP, CRM, bank feeds and ticketing. You own the build.

Live in a UAE commodity trader, a Hyderabad retail group and our own agri-commodity marketplace.

Get Started

oUR Features

Evaluation Set First

Two to five hundred labelled real cases. A pass threshold. A gate that blocks deployment when the number drops.

Three-Way Confidence Gate

Draw it on a whiteboard in two minutes. Agree what a wrong yes and a wrong no each cost.

Exception Queue and Review UI

Two to five hundred real cases with known answers, collected before a line of agent code.

Monitoring and Cost Controls

Auto-handle the confident cases, queue the rest for a person, and watch both error rates weekly.

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

Frequently asked questions

Questions We Get Asked

Straight answers on what we build, how it is measured, and what it costs.

What kind of agents do you build?

Task-focused agents for document and data workflows, reconciliation, onboarding checks and back-office operations. Each one owns a single process end to end and routes uncertain cases to a person.

How is this different from a chatbot or RPA?

Where does it run?

Where are you based?

How do I get started?

Which industries do you work in?

Frequently asked questions

Questions We Get Asked

Straight answers on what we build, how it is measured, and what it costs.

What kind of agents do you build?

Task-focused agents for document and data workflows, reconciliation, onboarding checks and back-office operations. Each one owns a single process end to end and routes uncertain cases to a person.

How is this different from a chatbot or RPA?

Where does it run?

Where are you based?

How do I get started?

Which industries do you work in?

Frequently asked questions

Questions We Get Asked

Straight answers on what we build, how it is measured, and what it costs.

What kind of agents do you build?

Task-focused agents for document and data workflows, reconciliation, onboarding checks and back-office operations. Each one owns a single process end to end and routes uncertain cases to a person.

How is this different from a chatbot or RPA?

Where does it run?

Where are you based?

How do I get started?

Which industries do you work in?

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