Client work in AI and data science

For companies with hard problems. We scope each engagement to fit the work, not the other way around.

How we work with clients

Every engagement is scoped to the problem. Some start with a short diagnostic to figure out whether there's a real project underneath. Some are focused pilots — four to eight weeks to prove a hypothesis with real data. Some are full builds, where we design, build, and operate software inside your organization. Some are ongoing partnerships where we become the data and AI team you don't have in-house.

We pick the shape that fits the work, not the other way around.

Where we work

Energy

We've done the most work here — in regulated, infrastructure-heavy environments where technical, regulatory, and economic constraints intersect.

  • Photovoltaic and self-consumption systems
  • Battery storage and optimization
  • EV charging infrastructure
  • Energy system modeling and simulation
  • Energy communities and shared management models

Legal

Applied AI in legal workflows, where domain knowledge, document complexity, and accuracy all matter.

  • Document analysis and extraction
  • AI-assisted legal research
  • Workflow automation for legal teams
  • Custom language model integration

Sport

Data science and AI applied to professional sports — from performance analytics to operations and decision support.

  • Performance analytics and forecasting
  • Match and player data integration
  • Scouting and recruitment support tools
  • Custom dashboards for coaching and performance staff

Smart mobility and infrastructure

We apply data science and AI to infrastructure systems to make them more resilient, efficient, and connected—turning data into anticipatory decisions and shifting operations from reactive to proactive.

  • Predictive maintenance
  • Digital twins for infrastructure
  • Smart roads and V2X
  • Data-driven operations for mobility networks

Frequently asked questions

What does 1,21 gigawatts do?

We're a product firm. We build our own AI and data science products — MemorIAtec is the first, with more in development. We also take on custom client work in energy, legal, sport, and mobility.

How do we typically start working together?

Most engagements start with a short diagnostic conversation. From there we scope a pilot — usually 4 to 8 weeks — and if results hold up, we move to full delivery or ongoing work.

How much does a project cost?

It depends on scope, data availability, and integration complexity. We structure work in phases so you can start small: diagnostic, pilot, deployment.

Can you integrate with our existing systems?

Yes — CRMs, ERPs, APIs, databases, spreadsheets, and internal tools. Integration with existing operations is usually where the real work is.

Let's talk.

Tell us what you're working on. We'll tell you honestly whether we can help.

Talk to us
Client work in AI and data science | 1,21 gigawatts