Decisions based on week-old numbers
Most companies know this ritual. At the end of the month, someone in finance gathers data from several systems, cobbles it together in a spreadsheet, corrects it by hand, formats it and sends the board a report. It takes days. And by the time the report finally lands on the desk, it describes the state of things from a week ago, or further back.
For the person running finance, this is a real problem. Decisions are made based on numbers that are already out of date. There is no live view of receivables collection, margin, costs or liquidity. And when someone on the board asks "how are things right now?", the answer takes another day of work on the spreadsheet. Excel, once convenient, has become a bottleneck — fragile, error-prone and entirely dependent on one person who "knows how to put it together".
How it looks in the classic IT approach
When a company decides to put an end to this and orders a "proper" dashboard, the classic path looks like this:
- A long project — gathering requirements, design, build, connecting the data, testing. Often six months.
- High cost — a team working on the solution for many months is a serious expense.
- Risk of drift — over those months needs change, and the finished dashboard sometimes shows not quite what finance needs today.
The result: many companies give up and stick with Excel — because a big project sounds more expensive and riskier than the monthly pain.
The ESKOM.AI approach — a dashboard supported by AI agents
At ESKOM AI Sp. z o.o. we start with the most important question: which numbers does the CFO actually look at when making decisions? Instead of building everything at once, we first deliver a working dashboard with the key indicators and then develop it — so that it is useful from day one.
The difference is in the way we work. Our software development process is largely automated and supported by dozens of specialised AI agents. What once required months of work by a team of programmers now comes together far faster. Thanks to this:
- you see the first working version of the dashboard quickly — in weeks, not months;
- we connect the data from your systems so the indicators update automatically, with no manual cobbling;
- the whole thing goes through a full range of tests — unit, integration, end-to-end, interface, security and performance — so the numbers on the screen can be trusted.
The result: the board looks at the same, up-to-date indicators in one place, and finance stops losing days to manual reports.
What it means in time and money
The headline says it: a dashboard that takes six months in the traditional model often comes together in its starting version in around two weeks in our approach. The cost, thanks to AI support in the development process, is usually a fraction of the classic estimate. We don't promise magic — we promise a measurable result: up-to-date KPIs available on a live basis, without waiting for the end of the month.
On the other side is recovered time. If preparing management reports eats up several days every month, that's dozens of days over a year — the time of the company's most valuable people. An automatic dashboard hands it back, and at the same time the risk of all the reporting knowledge sitting in one person's head disappears.
Where to start
You don't have to define all the indicators straight away. A conversation about which numbers the board looks at most often, and which are hardest to obtain on time today, is enough. ESKOM AI Sp. z o.o. has operated since 2025, and our products and approach are in active development; we combine engineering experience with the support of AI agents so the dashboard comes together fast, is proven and affordable.
We invite you to a free consultation. We'll show you how to start looking at up-to-date indicators in two weeks instead of reports from a week ago.