Predictive Equations

The Problem

Low Quality Image and Video Impact on Legal Outcomes and Operations.

Low resolution and quality images and video can have a dramatic impact on legal argumentation and court outcomes.


Artificial Intelligence Based Enhancement Data Repair and Augmentation.

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. We have a focus on fidelity, and ethical deployment and utilization of AI.

The Problem

Artificial Intelligence Based Enhancement and Analysis Platform. ​

After the input image is repaired it is ready for additional by 3rd party viewers. Our platform includes analysis based AI trained and optimized toward forensics and scene comprehension. These work concordant tools we are building into our platform to enable not only easier access to analysis based AI for the general public, investigative and business end use. Currently our platform supports object detection, feature matching for image comparison, Region of Interest extraction, Image and Video segmentation, pose estimation, object extraction, file transfer, image size optimization among others.

Transformative AI

While no Generative AI is currently used, we see a powerful end use in unlocking Generative AI content for the general public and businesses. We do this by our upscaling and artifact removal AI, as most generated outputs at a maximum are between 1080p and 2K resolution, and more often smaller because of high computational cost of running the Larger Language Models currently in vogue with enterprises and the general public. While the output may be aesthetically pleasing, it unfortunately once displayed on websites and applications is affected by stretching from clunkier resolution resizing operations that our system otherwise removes. With our system users and teams can control the resolution and dramatically improve resolution up to 4K, 8K, 16K and 20K.

Translate Into The Future.

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Already Court Accepted

Used by Police

Already working with startups

Work in hand with lawyers and researchers for legal end use.

Ethical AI & Green Initiative Focus

Working with nonprofits, police, lawyers and courts for beneficial integration of AI systems with general and civil services.

Multiple Defendant Early Releases Already, with Acquittals Pending.

Unique holistic AI system for Enhancement and Analysis.

Accessible by our cloud platform, API, or local install.

Our Presentation At Techstars' New York Demo Day, 2024.

By the world’s most popular Photoshop teacher

Example of Our Relight Technology


What sets us apart?

Working in hand with criminal defenders, prosecutors and police for court, investigative and legal end use.

Our technology goes far beyond current market capabilities, without requiring Generative based AI.

Enables Investigative and Security Operations.

Non-biased AI Allow Any Media To be Transformed.

Control your content.

Frequently Ask 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.

A 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.
Yes, we have 4 defendants we have enabled early release, several traffic related cases, and multiple investigations with police out of the USA.
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