Essence

From trivial pursuits to
non-trivial answers.

Geodineum is one person's attempt to make software that gives the same answer twice, lets you prove it did, and hands builders the tools to do the same.

Why we exist

Two things, held with conviction.

  • We give meaning to data that sits unused and underutilized in the world. Most of it is never read. We read its shape.
  • We give builders a platform to deploy their own data-driven solutions. Fast, on their own terms, and in the open.
What we solve

Four capabilities, one geometry.

  • Score what does not belong. Give us any dataset. We learn its normal and score what does not fit, in it and against it. The outlier surfaces itself.
  • Find where it actually leaks. The bottleneck, the drift, the process that quietly stopped working. In realtime, and reproducibly, so the fix is defensible, not a hunch.
  • See what tables cannot. We hold data in geometric formats of our own, so relationships become distances. That opens non-linear structure ordinary tables and trees cannot see.
  • Arm the builders. Deploy, prototype, and scale on your own terms. We make the tools, and gather the ones who use them into a fellowship that stays a step ahead.
Why it holds up

Because most results cannot be repeated.

  • Reproducibility is rare. Floating-point drift, hidden state, and unversioned models make an answer hard to trust or run again.
  • So it was made the foundation, not an add-on. Fixed-point arithmetic removes the drift; stateless services over a shared backend remove the hidden state.
  • The payoff is a decision you can defend. Same inputs, same answer, on any machine, today or a year from now.
The creed

Without friction there is no shine.

We are not a spreadsheet consultancy. We are brokers of meaning and insight, agents of will and action.

We do not hoard IP. Like the industrial giants we admire, we open our inventions once they are matured and battle-tested by the pioneers we set out to gather. We are confident we can put our concepts to meaningful use, and we do not fear competition. The impetus to innovate was never comfort. We do things because they are hard, and we seek the few who appreciate that effort.

To an investor, we are a bet on a direct, evidence-based future of business, where the delivery of working ideas was always the point, and AI is a tool to master, not resist.

Open-source warranty: the tools ship as they are, with no liability for damages from their use. A channel is always open, and we will help where we can, but the responsibility for what you build is yours.

Roadmap

Gradient descent.

Big steps first, then smaller ones to refine what works. Three chapters, placed on a golden-angle spiral.

1 2 3
  1. 1 Manifold Destiny
    Released. The open-source launchpad for builders. Enter
  2. 2 Return on Invariance
    Business. Not scoped definitively yet.
  3. 3 Inference
    On the horizon.

We build in the open, and we weight the roadmap by what the people who would use this actually need.

Anonymous. No email needed. A minute of your read shapes what ships.

The launchpad. Here is what is already on the rails:

Analytics dashboard August E-commerce September

And what should follow? Your call:

Discovery. Which fields should the engine read next? Pick any:

Who

One person, in the open.

Nierto Solutions, a Dutch one-person company (ZZP). KVK 82716099.

Founded and built by Niels Erik Toren. Two and a half years, solo, concept-led. Founding phase, pre-revenue.

You talk to the person who wrote it. Every request is read personally.

Working together

Discovery engagements.

Engagements start at€2389

Most engagements run one to two weeks. Want a figure for your specific data? Tell us the shape of it and we send a quote within 24 hours. Regulated or sensitive data runs on-premises, in your own environment. Everything else can run on managed infrastructure.

  • A scoping call. We look at the shape of your data and whether the method fits.
  • One full run. The engine ranks what stands out across your dataset.
  • A written read. What surfaced, what it means, and what is worth a second look.

The first engagement is free. Conditions apply.

Back the build

Join the fellowship.

Geodineum is built in the open by one person. Backing it keeps the code open and the work moving. Every tier gets alpha and beta builds of what we make next, and a two-week head start on every release.

Supporters
€8/month

Two coffees a month. Keep the lights on and the code open.

  • Alpha and beta access to new paradigms
  • Two-week pre-release early access
Become a supporter
Enablers
Let us talk

For businesses. Everything in Founders, and your name on this page.

  • Everything in Founders
  • Named here as a business that enabled the flight of our phoenix
Become an enabler

Prices rise when the pro components launch. Join now and lock in your rate.