MESA · Map, Execute, Supervise, Audit
Your business runs on an ERP, spreadsheets, an inbox and a bank portal that don't talk to each other. MESA joins them into one live picture and puts AI to work on it: the routine gets done every day, problems are caught while they're cheap, and your people spend their time on decisions. A person stays in charge of everything that matters, and every step is on record.
Why most AI stalls
Most companies have tried AI by now. It drafts well. It rarely does the work. Three reasons, and MESA's answer to each:
The job lives across the ERP, the inbox and three spreadsheets. MESA maps them into one picture first, so the AI works on all of it.
Useful for drafts, never trusted with the work. MESA sets out what needs a person and lets the rest go ahead.
Not in front of a client, an auditor or a regulator. MESA records what it read, did and who approved it.
Why it pays
Not from the chat window. From routine work done every day without fail, mistakes caught before they cost you, and decisions made with everything in view. Six places it shows up:
The checking, chasing and retyping that fills the morning runs on its own, and your people spend their time on the calls only they can make. A two-hour daily task is about 500 hours a year.
In tradeShipments, payments and prices checked before the team arrives.
In financeSources read and reconciliations run overnight.
Every open item is checked every day, against every system, not only the ones someone remembered. Problems surface while they are still cheap to fix.
In tradeThe late container, the expiring letter of credit, the invoice gone 30 days overdue.
In financeThe wrong amount in a notice, or a break in a reconciliation, before anything goes out.
With the records in one picture, the gaps show: cash stuck in overdue invoices and slow stock, prices paid above the market, margins that slipped. Reconciling one feed manufacturer's purchasing line by line found about PKR 70M a year.
In tradeReceivables chased daily; every purchase set against the market price.
In financeFees, costs and exposures reconciled line by line, not sampled.
A question that took an afternoon of pulling reports is answered as it is asked, because the records are already joined. Decisions are made with everything in view, while they still matter.
In tradeQuote a buyer with today's price, stock and freight in hand.
In financeKnow what an overnight move means for your positions before the open.
Rules decide what needs a person, and every step is on record. You can let AI take on more without losing control, and show a client, a partner or an auditor exactly what happened and who approved it.
In tradeWho approved which buyer email, and from which records.
In financeAn audit trail for every check and every sign-off.
The picture of your business is built once. The next job starts from it, so it takes less work than the first, and the value grows with every job you add.
In tradeAfter the risk list, paperwork drafted from the same deal records.
In financeAfter the morning brief, reconciliations on the same positions.
How it fits together
A morning with MESA
An export firm, an ordinary Tuesday. The records are made up; the steps are how MESA works.
Overnight, MESA has joined yesterday's orders from the ERP, the shipping updates from the inbox and the payments from the bank file. Order 1182 is now one thread: the buyer, the container, the invoice and the contract.
It checks every open deal against your rules. Order 1182: the container is four days late, the invoice is 30 days overdue, and the market has moved against the contract. It drafts a note to the buyer and a two-line summary for the sales lead.
The sales lead reads the draft, changes one line and approves it. A routine reminder under the limit you set would have gone on its own; this one touches a large buyer, so it waited.
The record shows what MESA read, what it found, what it drafted, who approved it and what was sent. If the buyer disputes it in March, the whole story is one click away.
The four layers
MESA connects, read-only, to the systems you already run and models what your business deals in: customers, orders, shipments, invoices, prices, and how they link. It stays in step as they change. Nothing is migrated and nothing is replaced.
Without itThe AI answers from whatever someone pasted in, and misses the overdue invoice sitting in another system.
On that picture, the AI answers questions across systems, checks one record against another, drafts documents from the data, and flags what needs attention, on a schedule or the moment something changes. It works only with the data and permissions you give it.
Without itYour team still does the checking by hand, and the AI waits to be asked.
You set the lines: an amount, a customer, a kind of action. Under them, the routine goes ahead. Over them, it waits for approval, which happens where your team already works.
Without itEither nobody lets the AI act, or it acts where it shouldn't.
What MESA read, what it concluded, what it did and who approved it, recorded as it happens and kept. It is how you check the AI, train your team on it, and answer a client or an auditor.
Without itA mistake can't be traced, so the AI can't be trusted with anything that matters.
What you get
Not a report and not a demo. At the end of the 5-Day Build your team has a working system: a web app on any laptop or phone, connected to your systems, doing one job every day, with you approving what matters.
A private web app your team signs in to, from any laptop or phone; nothing to install. Today shows what needs you, Ask answers questions from your records and shows which ones, Approvals holds the drafts waiting for a yes, and Record keeps every step.
Read-only links to the ERP, spreadsheets, inbox and bank or market files the job needs, refreshed on a schedule. Nothing in them changes without approval.
The use case we built together, running each morning or the moment something changes, with a short summary in your inbox.
The steps that matter wait in the workspace and in the morning email: open, read, approve. The routine goes ahead on its own.
In your own cloud account, or in an encrypted workspace we run for you. Your data stays yours, and leaves with you.
Admin access, a walkthrough with your team, a short guide, and the measured before and after. A native iPhone app can come later, if you want one.
Fixed price, quoted after a 20-minute call.
How it compares
| A chat assistant | Screen-clicking bots (RPA) | A new ERP | MESA | |
|---|---|---|---|---|
| Sees your systems | What you paste in | Screen by screen | After a migration | All of them, read-only, from day one |
| Does the work | Drafts when asked | Repeats fixed steps | Records it | Answers, checks, drafts and flags |
| Asks before it acts | No | If someone builds it in | Its own approval flows | By your rules, across systems |
| Every step on record | A chat history | Its own run logs | For its own data | Read, done and approved, across every system |
| First result | Minutes, then stalls | Weeks | Months to years | Five days |
What MESA is
MESA is our method and the building blocks we have already built and used. Each deployment is built for one business, on its own systems, by us. You don't move to a new platform: MESA works with the tools you already have.
The first system built this way: an assistant for a commodity trading desk. Ask about prices, buyers or a deal in plain language; it answers from live data, then drafts the contract, buyer email or client report for approval.
AI reads 80 sources a day, pulls out the events that move prices, and keeps a set of market views, each scored for confidence and paired with a test that would prove it wrong.
A live 3D world where a simulated MESA runs an estate: it schedules the work, logs every step, and asks a person before it acts. Watch it run →
Questions buyers ask
No. MESA reads from the systems you already run. Nothing is migrated, and your team keeps working where it works today.
No. It's a private web app: your team signs in from a browser on a laptop or a phone, and approves from wherever they are. If you'd like a native iPhone app later, we build those too.
Only what you connect, read-only by default. You choose the systems and the fields; nothing else is visible to it.
Anything that matters waits for a person, so a mistake is caught before it goes out. Every step is recorded, so it can be traced and the rule fixed.
It stays in your systems, or in an encrypted workspace we delete if you don't go on. We use AI providers' business services, which do not train on what you send.
The first use case runs on your own data in five days. That is the 5-Day Build.
You own what is built on your data. MESA's own building blocks stay ours, licensed to you for as long as you use them.
Start
One use case, live on your systems, at a fixed price agreed before we start.