What AIMdyn does

AIMdyn Inc. is a small, founder-controlled research and development company headquartered in Santa Barbara, California that develops AI software for prediction, anomaly detection, and optimal control of complex dynamical systems. The company's core technology is the Koopman operator theory framework — a data-driven mathematical approach that transforms nonlinear dynamics into linear representations in higher-dimensional spaces — and its productized form, K-GAT (Koopman-based Generative Adaptively-Trained Transformer), which the company describes as a foundational model for time-series prediction that runs on CPUs rather than GPUs. AIMdyn ships three customer-facing applications through its apps.aimdyn.com platform: PyKMD (PyKoopman) for Koopman-based modeling and prediction, DSample for advanced sampling algorithms, and GoSumD for meta-model creation and sensitivity analysis, with a custom consulting service called Designer AI for tailored engagements.

The company monetizes through four revenue streams: government R&D contracts (DARPA, AFOSR, ONR, ARO, Army Research Laboratory, NIH, NSF), subcontractor work to defense primes (notably BAE Systems FAST Labs on DARPA programs including Oversight and HAIKU), technology licensing to commercial partners (MixMode.ai for network security), and custom software development. It serves primary customer segments of DoD agencies and large defense contractors, with secondary exposure to academic research institutions and a small number of commercial licensees. Notable operational achievements include predicting the Deepwater Horizon oil spill trajectory within one mile three days in advance (2010), a 20% week-ahead COVID prediction improvement over the next-best algorithm, a million-times speedup in climate model simulations for DARPA's HAIKU project, and inclusion of AIMdyn's Dynamic Mode Decomposition implementation in LAPACK library version 3.12. The company is co-owned by CEO Adriana Mezic and Dr. Igor Mezic, who serves as Chief Technology Advisor and is concurrently a professor at UC Santa Barbara.

The business is private with no disclosed institutional equity funding; it has operated on government contract and grant revenue since 2003 with a headcount of 1-10 employees.

Name

AIMdyn

Legal name

AIMdyn Inc.

Website

https://aimdyn.com

Company type

Private

Founded year

2003

Operating status

Operating

Headcount range

1–10 employees

Short description

AIMdyn Inc. is a Santa Barbara-based R&D company developing Koopman operator-based AI software — including the K-GAT foundational model — for prediction, anomaly detection, and optimal control of dynamical systems, serving DoD agencies (DARPA, AFOSR, ONR), defense primes (BAE Systems), and select commercial licensees.

Ownership category

akta.pro rank

Product category

AI Research & Development Services

NAICS

Custom Computer Programming Services (541511), Computer Systems Design Services (541512), Software Publishers (51321)

SIC

Services-Computer Integrated Systems Design (7373), Services-Computer Programming Services (7371), Services-Prepackaged Software (7372)

akta.pro primary industry

AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ)

akta.pro secondary industries

LLMOps & Generative AI Platforms (Prompt/Agent Orchestration, RAG) (HDAEANAD), AI/ML Solution Integration & MLOps Enablement (BPAEAAAJ), On-Device Inference Runtimes & SDKs (mobile/embedded) (HDAAAJAB)

Keywords

• AI consulting services
• Predictive analytics software
• Dynamical systems analysis
• Defense AI solutions
• Machine learning R&D

Headquarters

HQ city

Santa Barbara

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Services

Cost components

Personnel, Technology or R&D, Operations, Infrastructure, Marketing or Sales

Revenue model

1. Government R&D Contracts: Primary revenue stream through consulting and R&D contracts with government agencies including DARPA, AFOSR, ONR, ARO, Army Research Laboratory, NIH, and NSF. Projects involve developing AI methodologies for defense, climate, and healthcare applications.
2. Defense Contractor Partnerships: Work as subcontractor and partner to major defense contractors including BAE Systems on various DARPA projects. Provides specialized AI technology integration into contractor products.
3. Technology Licensing: Licensing of proprietary AI algorithms to commercial companies. Example: AI approach to network security licensed to MixMode.ai for protecting corporate and government networks.
4. Custom Software Development: Development of customizable software applications (Designer AI) tailored for specific customer needs in various industries from aerospace to medical to social science.

Go-to-market motion1 record

Distribution channels4 records

Marketing channels4 records

Core offering

AIMdyn develops and licenses proprietary Koopman operator-based AI (K-GAT technology) for prediction, anomaly detection, and optimal control of complex dynamical systems. It monetizes this technology through government R&D contracts, subcontracting to defense primes such as BAE Systems, custom software development (Designer AI) for enterprise customers, and licensing of its algorithms to commercial partners such as MixMode.ai. It also distributes downloadable analytical software applications (PyKMD, GoSumD) via the AIMdyn Apps platform.

Product overview

AIMdyn Inc. is a research and development company offering a suite of Koopman operator-based AI software products and engineering consulting services. The core technology is K-GAT (Koopman-based Generative Adaptively-Trained Transformer), a foundational AI model for prediction, anomaly detection, and optimal control of dynamical systems. The product portfolio includes three downloadable applications accessible via the AIMdyn Apps platform: PyKMD (PyKoopman) for Koopman-based modeling with GUI-based time series preprocessing, DMD, and prediction; DSample for advanced sampling algorithms; and GoSumD for meta-model creation and sensitivity analysis. The company also offers Designer AI, a customizable consulting service where proprietary algorithms are adapted to specific customer needs across various domains including defense, climate, cybersecurity, and healthcare.

Differentiator

Problem solved

Functional benefit

Products and services

• PyKMD (PyKoopman) A user-friendly GUI application that provides time series preprocessing and lifting, Dynamic Mode Decomposition (DMD) and mode reduction, and Koopman-based modeling and prediction for analysts working with dynamical systems.
• GoSumD An advanced sample generation tool for meta-model creation, sensitivity analysis, and model optimization, supporting engineers and scientists building surrogate models of complex systems.
• K-GAT (Koopman-based Generative Adaptively-Trained Transformer) A foundational AI technology capable of ingesting any type of time-stamped data for prediction, anomaly detection, and optimal control of dynamical systems. It uses energy-efficient, unbiased computation on CPUs rather than GPUs and is licensed to commercial partners such as MixMode.ai for network security.
• Designer AI A customizable software application where AIMdyn's proprietary Koopman-based algorithms are designed exclusively for specific customer needs, adaptable to challenges in domains including aerospace, medical, social science, defense, climate, and cybersecurity.

Quantifiable outcome

• 20% energy reduction at UCSB campus building
• +2 more outcomes

Named customers3 records

Segments3 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability7 records

Feature6 records

Partnerships

Ten partnerships are on record, tiered core, flagship, moderate and minor.

• BAE SystemscoreStrategic or Co-development PartnerAIMdyn serves as subcontractor to BAE Systems FAST Labs on multiple DARPA programs including the Oversight autonomous tracking program. Received FAST Labs Technology Innovation Partner of the Year award in 2023. Partnership involves integration of AIMdyn's Koopman-based AI into BAE Systems products for mission-critical defense applications.
• DARPAcoreStrategic or Co-development PartnerMultiple DARPA SBIR and research contracts for Koopman-based AI development. Projects include HAIKU (climate modeling with BAE Systems), EC project (uncertainty quantification), MINC (cybersecurity), and various SBIR programs for prediction algorithms.
• MixMode.aiflagshipOEM/ Whitelabel/ Licensing PartnerLicensed proprietary AI network security technology to MixMode.ai for deployment protecting networks of large corporate and government customers. Founded by former Packetsled leadership.
• Johns Hopkins UniversitymoderateStrategic or Co-development PartnerAcademic collaboration on Koopman operator theory and machine learning research. Collaboration on preprint regarding identifying equivalent optimization of machine learning methods.
• University of ZagrebmoderateStrategic or Co-development PartnerAcademic collaboration on Koopman operator-based prediction algorithm and COVID-19 pandemic prediction. Includes Prof. Zlatko Drmac and Iva Manojlovic.
• University of RijekamoderateStrategic or Co-development PartnerAcademic collaboration and co-sponsor of the annual Koopman Operator Theory workshop. Joint work on COVID-19 prediction and other research projects.
• Hughes Research Lab (HRL)moderateStrategic or Co-development PartnerCollaboration on projects for making nation's infrastructure more resilient. Started new projects in August 2016.
• Air Force Office of Scientific Research (AFOSR)coreStrategic or Co-development PartnerLong-term research funding and collaboration. AIMdyn named among AFOSR's top research programs from 1951-present. AFOSR funding for projects on Koopman operator methods for deep neural network training.
• United Technologies Research Center (UTRC)moderateStrategic or Co-development PartnerPartnership on MURI project involving ergodic theory, operator theory, and spectral graph theory for complex dynamical systems. Included team with Caltech, Stanford, Princeton, Yale.
• Russ Salakhutdinov (Apple/DARPA)minorStrategic or Co-development PartnerCollaboration on AI project combining Koopman operator theory with deep learning for materials discovery. Salakhutdinov is Director of AI at Apple Inc.

Scale indicators3 records

Recent moves6 records

Expansion highlights5 records

Direct peers

• MixMode.ai: AI-driven network security platform that licensed AIMdyn's Koopman-based technology for anomaly detection. Same buyer segment (enterprise/government cybersecurity) and uses adjacent AI/ML approaches for time-series anomaly detection.
• Rebellion Defense: Defense AI software company building decision-support and autonomous products for DoD customers, overlapping with AIMdyn's DARPA/BAE Systems work in mission-critical AI for military applications.
• Shield AI: Defense AI company building autonomous systems for the military, directly comparable to AIMdyn's DARPA Oversight autonomous tracking work and broader DoD AI contracting model.
• Primer.ai: AI platform for intelligence and government customers focused on extracting insights from large unstructured and time-series data, comparable in serving DARPA/IC missions with applied ML/AI products.
• Slingshot Aerospace: Space domain awareness and satellite tracking company that works directly with DoD on autonomous tracking problems similar to AIMdyn's DARPA Oversight program for satellite constellation surveillance.
• SparkCognition: Enterprise AI company with significant defense and industrial AI business building predictive analytics and anomaly detection products, comparable to AIMdyn's K-GAT prediction/control capabilities and go-to-market with government customers.
• Numerica Corporation: Applied research and product company building space tracking, missile defense, and analytics solutions for DoD; comparable in applying advanced mathematical/dynamical systems methods to DARPA/DoD problems with similar program structures.

Broad incumbents

• Palantir Technologies: Large enterprise data analytics platform with deep US government and defense contracts (including significant DARPA relationships), overlapping with AIMdyn in mission-critical government AI/data analytics use cases.
• Anduril Industries: Defense technology prime building autonomous systems and AI products for DoD, comparable customer base (DARPA, AF, etc.) and contracts for autonomy/AI-enabled mission systems that overlap AIMdyn's core areas.
• C3.ai: Enterprise AI software platform with established government/defense business (US Air Force, intelligence community), comparable in applying predictive AI to industrial, defense and government use cases.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat4 records

Key risks6 records

Key highlights6 records

Customer concentration

• YouTubeyoutube.com/@aimdyninc
• Xx.com/aimdyn

Revenue estimate

Valuation estimate

Number of profiles

Profiles7 records

Funding overview

Funding rounds1 record

Investors1 record

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M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about AIMdyn