Tomorrow's AI, Today.
We are Predictive Equations
At our core, we strive to empower businesses and users with cutting-edge machine vision technology, driving a clearer future, enabling individuals to better perceive, experience, and comprehend the world around them. Our mission is to bring the benefits of machine vision and transformative technology to every industry and user, unlocking new insights and experiences.







Video Enhancement Features
Our AI can enhance low and high-quality video inputs up to 2k, restoring detail, deblurring, denoising, relighting, recoloring, harmonizing, and upscaling the input.
We go above and beyond the standard of x2-x4 upscaling technology, with our Artificial Intelligence capable of delivering x2-x8 while working with our other image enhancement AI.
Image and Video Enhancement
We have developed different AI models to enable information retrieval from low and high quality images, as well as for different end tasks and use cases, such as the above and more.
Underwater Clarity
An AI model developed to enable drowning prevention and underwater observation and recovery, transform underwater images and videos from misscoloration caused by how light interacts with water
Denoise
Eliminate noise artifacts from low light or low resolution images. Enhance underwater images and videos affected by poor lighting, high ISO, long exposure, and heat
Deblur
Eliminate noise artifacts from low light or low resolution images. Enhance underwater images and videos affected by poor lighting, high ISO, long exposure, and heat.
Intelligent Relight
Intelligently Relight low light condition images and vides to see images and videos in dramatically more depth. Uncover existing information you would be unable to see otherwise.
Image and Video Analysis
We are developing different AI models to enable information retrieval from low and high quality images, as well as for different end for different end tasks and use cases, such as the above and more.
Feature Matching
In image analysis AI based feature matching serves as a critical tool for validating the authenticity of visual evidence by ensuring that key features in images match with a high degree of confidence, pivotal in corroborating eyewitness accounts by providing a quantifiable measure of similarity between different images or scenes for evidentiary support.
Object Detection & Text extraction
Intelligent noise reduction and removal.High ISO settings, Long exposures, Low light conditions, Sensor size and quality, Heat, Aging camera sensors, Poor quality camera components, and compression or decompression from sharing content, as well as information degradation from digital storage, can all cause noise introduction.
Pose Estimation
Eliminate noise artifacts from low light or low resolution images. Enhance underwater images and videos affected by poor lighting, high ISO, long exposure, and heat.
Image Segmentation
AI that brings legacy, misslighted or otherwise color imbalanced. Goes far beyond current market capabilities, without flickering. Take oversatured images and video and bring them to life as if they were in person. you would be unable to see otherwise.
Intelligent Relight
Intelligently Relight low light condition images and videos to see them in dramatically more depth. Uncover existing information you would be unable to see otherwise.


Our Enhancement Features
Deblur, Denoise, Upscale, Relight, Color Naturalization, Jpeg Elimination
Currently In Development
Underwater Enhance Environment Denoise (Rain, Snow, Fog, Shadow, Glare)
Predictive Utility
While our artificial intelligence and tools developed at Predictive Equations began as legal oriented software, we have found the combination of enhancement and recognition can enable powerful end use for a variety of industries, as we combine machine vision techniques with deep learning algorithmic modeling to allow for greater fidelity and insight regarding image and video data.




Community:
A scholastic based online community focused on martial arts, networking and technology. Operating across multiple platforms and based on Discord, the community serves to assist research and tool generation for martial artists and stakeholders interested in the remote AR/VR fighting community. The community focuses on exploring history and technology related to it. Our company is an offshoot of its members wishing to practice and train remotely, and leveraging our skill sets toward creating ethical technology, with member submitted content used to build and train our AI. The community also archives works related to martial arts, history and technology, with a wiki being community developed.
Video Enhancement Features
All the above models also work on video. Our AI can enhance low and high-quality video inputs up to 2k, restoring detail, deblurring, denoising, relighting, recoloring, harmonizing, and upscaling the input.
We go above and beyond the standard of x2-x4 upscaling technology, with our Artificial Intelligence capable of delivering x2-x8 while working with our other image enhancement AI.
Frequently Asked Question
Predictive Equations specializes in cutting-edge machine vision technology, offering AI-driven enhancements for images and videos. Their solutions include detail restoration, deblurring, denoising, relighting, recoloring, harmonizing, and upscaling, targeting a broad range of applications across industries such as legal, forensics, healthcare, and more. They aim to unlock new insights and experiences through their technology, catering to both business and individual users.
Predictive Equations is solving the challenge of low resolution, and low quality media, such as noise or compression artifacting, enhancing images and videos to enable observational insights.
An application to leverage the AI we have developed for both businesses and the general public, through cloud and api access, as well as local install. Scheduled for release in 2024.
Predictive Equations is committing to enabling the general public easier access to AI, working in hand with researchers to deliver models and tools leveraging those models to businesses and the general public. As a part of that, we have built a number of AI to enable analyzing photos and videos. While this has been built for specifically legal end use, the dynamic and high fidelity nature of our AI system means we believe it is also of great value to other industries and the general public to enable information, research, and insight concerning their digital media.
This technology preprocesses the visual inputs to improve resolution and clarity, facilitating enhanced detection capabilities and enriched human perception within a given context. By employing a dynamic, single-shot AI approach, the system offers both flexibility and efficiency in processing, capable of performing a wide range of enhancements including upscaling (up to 32x and resolutions as high as 12k), deblurring, denoising, light amplification, and color & image harmonization. In addition to these enhancements, the system integrates a comprehensive analysis toolkit leveraging both conventional and advanced techniques for object detection, edge feature matching, face recognition, path estimation, object tracking, object extraction, and image insertion. This multifaceted approach allows for deep insights, enabling both human and machine to achieve a better understanding of the visual data. Distinguished by its use of high fidelity, non-generative AI, the system focuses on transformative operations that utilize feature mapping and context awareness. This method ensures that enhancements maintain the integrity and authenticity of the original images or videos. The technology is complemented by state-of-the-art image and video processing tools, including support for 8k and 12k video encoding, region of interest (ROI) extraction, and advanced file conversion methods that preserve the perceptual quality of the content while significantly reducing file size. This system represents a leap forward in the field of image and video enhancement, offering a robust solution for improving visual data analysis and perception.
Predictive Equations’ enhancements have directly improved case outcomes—leading to early releases, pending acquittals, and stronger defenses through clarified forensic evidence.