AIMdyn offers something about AI.  The headline keeps vanishing and then re-appearing one letter at a time. This does not help explain what kind of solutions you can get here. 

Next you see three boxes with idiosyncratic icons:

Like a lot of tech companies, they think you’ll understand their product if they condense it into an acronym, K-GAT:

“Koopman-based Generative Adaptively Trained Transformer.”

Now that you’ve seen that, the site assumes you now know everything about it.

As best I can figure out after reading the whole site, D-KAT identifies data streams that can be more efficiently processed linearly after being transformed by their proprietary algorithm, using CPUs instead of GPUs for significant energy savings. 

Third scroll down on the home page is a three-minute video from somebody. 

He speaks for 23 seconds before being identified as the CEO. He delivers opinions about how good K-GAT is and the names of some companies that are using it, interspersed with generic empty platitudes on a white screen:

Lean. Adaptive. Built for action.
Real-world protection. Proven impact.
AI with purpose. Built for outcomes.
Built with boundaries. Designed for trust.
Technology that serves humanity.
Built for efficiency. Ready to scale.
AI designed with long term vision.
Decision-making intelligence. Human-first design.

K-GAT is based on the Koopman Operator. The “Read More” button leads to a page with 877 words, Grade 15, Ease 19 (very poor scores in the Flesch-Kincaid Readability Index) that explains their method using phrases such as “nonlinear dynamical systems” and “higher-dimensional linear space,” terms that aren’t explained.  

     They have three apps, except two of them aren’t ready yet. The one that’s ready, PyKMD, offers a user friendly GUI, time-series preprocessing and lifting, DMD & mode reduction, and Koopman-based modeling and prediction.
     That’s all we’re allowed to know about it. “Contact us for more info.”