Outcome.AI

Real-Time Computer Vision for Edge Devices

🏆 20+ Years Experience
🚀 Multiple Startup Exits

Patented, GPU-free algorithms powering defense, education & enterprise solutions.

Let's Talk Vision
Rebranding in Progress

The new home for our established 20-year computer vision consultancy, serving Fortune 500 companies, defense contractors, and innovative startups with proven real-time vision solutions.

10%
of US students served by our Lightning Grader platform
20+
years of computer vision innovation and deployment
1
US Patent for computer vision algorithms (US 9754500)

Trusted by Industry Leaders

Lockheed Martin Air Force Research Laboratory U.S. Army Research Laboratory Illuminate Education

Proven Solutions Across Industries

Defense & Aerospace Systems

Remote eye/gaze tracking systems, Helmet-mounted tracking systems for fighter pilots, real-time hypoxia detection algorithms, and neurological assessment tools deployed for Lockheed Martin, Air Force Research Laboratory, and U.S. Army Research Laboratory applications.

Real-time multi-camera head and gaze tracking system for Air Force Research Laboratory.

Educational Technology at Scale

Lightning Grader: Patented computer vision platform for real-time assessment grading using WASM/C++/OpenCV on Chromebooks. Served over 10% of US students before acquisition by Illuminate Education.

Algorithm runs in real-time in Chrome Browser on 2012 Chromebooks using C++ and WASM.

Logistics

Developed Real-time and portable box dimensioning systems utilizing originally using Intel RealSense depth cameras but later transitioned to photogrammetry as a significantly more accurate alternative.

The original real-time box tracking and dimensioning algorithm using an Intel RealSense camera on an Intel Atom-based tablet.

Advanced Biometric Analysis

Real-time face tracking, eye tracking, and pupil response algorithms for assessing emotional affect, neurological disorders, pain response both for humans and laboratory animals.

Real-time landmark tracking of facial key-points of mice for automated detection of emotional states.

VR/AR Innovation

Motion tracking algorithms, body pose tracking, image segmentation for background scene subtraction, and solutions for vergence-accommodation conflict that make VR 180 footage significantly more realistic.

Embedded & Edge Processing

High-performance vision processing on ARM and x86 edge devices without GPUs, achieving real-time performance through optimized C++ implementations and custom algorithm development.

Embedded eye tracking algorithm operating at 400 fps on low-cost hardware without a GPU.

Robotics & Navigation

Visual SLAM and visual odometry solutions for autonomous navigation, structure from motion algorithms, and pose tracking systems for robotics, cockpit mapping, and augmented reality applications.

Patented Innovation

Our computer vision algorithms for image registration and optical character recognition are protected under US Patent 9754500, demonstrating our commitment to breakthrough research and intellectual property development.

About the Rebrand: Outcome.AI represents the evolution of Componica LLC, our 20-year computer vision consultancy that has successfully launched multiple ventures including FaceX (facial analysis for defense), The Learning Egg (acquired by Illuminate Education), and numerous custom solutions for Fortune 500 clients.

We selected the Outcome.AI name for its clarity, memorability, and focus on delivering measurable results. Our Ph.D.-led team combines deep academic research with proven commercial deployment experience across defense, education, healthcare, and emerging technology sectors.

Current Status: While we finalize our rebrand, we continue serving existing clients and accepting new projects. Our algorithms power mission-critical systems from fighter pilot cockpits to nationwide educational platforms.

Ready to Discuss Your Vision Project?

Business Inquiries

Custom computer vision solutions, consulting, and technology partnerships

Domain Acquisition

We often receive requests to sell this domain. Serious offers (mid-six figures+ USD) will be considered via secure third-party escrow until the rebranding has been finalized in a few months.