We implement AI so your business flows like it should.

Built into your operation end to end — you pay nothing if we can't help.

The same pipeline, before and after. Today: documents trickle through intake, data entry and checks at around ten per minute, and rejected ones bounce back to be re-keyed. As AI agents take over each step, items flow continuously, errors are corrected automatically, and throughput climbs to hundreds per minute. AI Intake AI Data entry AI Checks AI Posted

The problem

Everyone knows AI matters. Almost nobody has it running.

The models are ready. Three things keep them out of real operations:

Using AI is not the same as running it inside an operation. The people who can wire it in safely are rare, expensive, and almost never already on the team.

Generic tools stop at the edge of your systems. If it can't read your data and act inside your workflows, it stays a demo.

An error in a real operation lands in your P&L. Without a safe way to test, switching AI on feels like a gamble — so nobody does.

The solution

We build it for you, custom.

Our team designs, builds and runs the agents inside your systems. If it doesn't work, you pay nothing.

Where agents pay

Automate the back office

Documents read, extracted and posted straight through. The uncertain ones stop at a person.

Catch losses before they land

Forecasting and anomaly detection, backtested on seasons you have already lived through.

Serve more with the team you have

Agents that draft the quote and answer the routine questions — citing the document they came from.

Revenue systems built on your data

Pricing, demand and lead-scoring models trained on what your business already knows.

How safe implementation works

Agent Stack

Trust Layer

Intake

PDFs, scans and spreadsheets go in; structured records come out. Every extracted field carries a confidence score — above the threshold it posts automatically, below it it queues for a person.

Connectors

The agent reaches your operation through MCP connectors — phones, email, spreadsheets, charts, your databases and calendars. Every connection is scoped, read-only by default, and logged call by call.

Orchestrator

An orchestrator plans the work and delegates each step to a specialist agent. Handoffs are explicit, so every step can be tested, swapped and audited on its own.

Ground

Answers are generated from retrieved records, never from memory. Each claim links to the exact passage it came from — no source, no answer.

Evals

Every change runs against a fixed test set before it can ship. Pass rates are tracked per category, and anything below the agreed gate is held back.

Shadow

The agent runs beside your team on live work and decides nothing. It goes live only after its accuracy holds above the current process for a full cycle.

Control Room

Every decision is logged with its inputs, confidence and outcome. Throughput, escalations and drift are monitored live, and any decision can be replayed end to end.

Baseline

The current cost of the process is measured and fixed in writing before we build. Our fee is a share of the verified gain against that number — nothing else.

Why us

The expertise you'd otherwise have to hire.

Implementation is our whole job. Here is what that buys you.

AI expertise, full time

We build agents every day, deep in the stack — and ship them to production in months, not years.

Never out of date

The field moves monthly and so do our systems. One team end to end, updating every part as the models improve — documented, monitored, and yours to keep.

Bankers' diligence

We come from banking, where nothing ships on faith: a baseline agreed in writing, an audit trail on every action, and shadow mode before anything decides anything.

Working proof

We build what we claim.

Our FX terminal — spot, futures and swaps off traded curves.

See the FX practice →
USD / BRL demo

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How you pay

You pay nothing until it works.

  1. Find the money — free

    A working session on your numbers. No fee, no commitment.

  2. We build it — at our cost

    Built and run in shadow mode. No invoices while we prove it.

  3. You pay from results

    A share of the measured gain. No gain, no fee.

Baselines are agreed in writing and verified in your numbers, not ours.

Dealing-desk screens glowing with market charts in a dark trading room

A specialized practice

FX & Treasury

Your bank's margin is inside the rate it quotes you, and it never shows up as a fee. We spent five years pricing FX and derivatives at Bank of America, Safra and XP — we know how banks price you. We benchmark every transaction against timestamped central-bank rates and hand you the evidence. A flat monthly fee, and we are never paid on your flow.

Get your free FX teardown →
Alex Moussalli, founder of AAMM Group, speaking with a microphone at an event

About

Operators' economics, banker's diligence, builder's speed.

We're a senior team of engineers and operators who build and run AI agents inside established businesses. Every recommendation arrives as ROI math, not a technology pitch.

Founded by Alex Moussalli — economics at Insper, derivatives at Bank of America, Safra and XP. We build and operate what we sell, for operations-heavy businesses where manual hours cost money. Built to outlive the engagement, and to hand over clean.

Verify the track record on LinkedIn →

Let's find the money.

Tell us what you sell and what your team spends its days on. In 48 hours you'll have project ideas in writing, free.

Get project ideas in 48h LinkedIn

Or write directly: alex@aammgroup.com