Predictive AI

02/27/2026

We’re proud to see our CEO, Alexander Borschel, contribute to the national conversation around AI, defense integration, and governance.

The discussion around Anthropic and the Pentagon reflects a broader inflection point for the industry. As AI systems move from experimental deployments into infrastructure-level environments, questions around guardrails, governance, and operational boundaries become strategic — not theoretical.

At Predictive AI, we believe responsible integration and technical viability are not opposing forces. They must evolve together.

Infrastructure decisions made today will shape standards for decades.

Read Alex’s analysis below.

https://hackernoon.com/anthropic-the-pentagon-and-the-illusion-of-conflict

How Anthropic, the Pentagon, and public perception shape AI defense integration through signaling, leverage, and backchannel negotiation.

08/27/2025

At Predictive we are extremely proud of Pankaj Thakur work highlighting the risks of AI, and offering insightful ways for the general public, businesses and even experts to better navigate truth and AI. How one can enable the other, or detract from it in certain contexts.

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AI is fast, but not flawless. Learn when “close enough” works—and when AI mistakes in healthcare, finance, or safety could cost far more.

07/11/2025

Predictive AI is proud to share Alexander Borschel’s article, On Grok and the Weight of Design, arguing that Grok’s controversial outputs—such as quoting harmful rhetoric without context—aren’t isolated bugs but symptoms of deeper systemic alignment flaws. Drawing on recent research, he explains how even small fine-tuning nudges can cause unexpected shifts in model behavior, especially when responsibilities across design, policy, and deployment are fragmented. True safety, he contends, requires transparent guardrails, rigorous testing, and shared accountability—not just reactive censorship. The piece frames alignment as an architectural challenge, not a PR patch.

https://hackernoon.com/on-grok-and-the-weight-of-design

You can also track Us & EU AI Policy over on our resource:
https://www.predictive-equations.ai/ai-policy/

To enable ethical AI design, governance and transparency.

Grok's recent output issues reveal deeper structural problems in model alignment.

01/06/2024

Legal Analysis with Advanced AI Solutions

Our unwavering commitment is to provide cutting-edge AI solutions that empower court, legal, and law enforcement professionals. We specialize in enhancing input data, unveiling hidden details caused by compression, noise, or other low-quality visual artifacts at both micro and macro levels. Our goal is to deliver a robust and dependable tool that aids in extracting crucial insights from security or general device images and videos, ultimately enhancing investigative and legal outcomes.

Through the integration of context awareness and feature mapping, our AI intelligently repairs input data to unveil underlying details already present but obscured by artifacted or degraded information.

These enhanced inputs seamlessly integrate with our object detection system designed for legal applications, which is currently in the final stages of R&D. This advancement not only supports research efforts and legal applications but also significantly accelerates the analysis process by automating the detection process. We are dedicated to revolutionizing the way legal professionals extract insights and streamline their investigative procedures.

https://predictive.vision

01/06/2024

Object Detection & Extraction

Our team is currently pioneering an automated object extraction AI, specifically designed for legal forensics investigations. This groundbreaking technology streamlines the intricate task of isolating and extracting specific objects from images and videos, promising significant time and effort savings for legal professionals.

By incorporating our automated object extraction AI, legal experts can drastically reduce the time spent on manually identifying and extracting objects from vast visual datasets. This efficient workflow not only expedites investigations but also ensures a more thorough analysis and simplified presentation, resulting in more accurate conclusions and robust legal arguments.

When integrated with our ID system, this technology becomes a potent tool for item and object cataloging. It facilitates extraction for additional image analysis or enhancement and, when coupled with our GAN technology, enables 3D modeling and rendering of the extracted object, opening up new dimensions for comprehensive legal analysis.

https://predictive.vision

10/09/2023

At Predictive Equations, we offer a comprehensive range of consulting services tailored to meet the specific needs of our clients in the field of AI-driven image enhancement and analysis. Our team of experts is dedicated to providing valuable guidance and support to individuals and organizations seeking to leverage our cutting-edge technology.

Our consulting services encompass both the development of our AI platform and the customization of our solutions to address individual company and task use cases. Additionally, we offer advisory services to help companies navigate the complex landscape of AI and determine the most suitable architectures for their unique requirements, with a particular focus on machine vision in real-world scenarios. https://predictive.vision

10/02/2023

A way to think of this is if you provide data ABC, the goal of the generative is to produce DEF based on ABC. But this does not mean ABC has been improved or enhanced. The goal of our AI, and transformative based AI is to augment the existing data. We utilize lightweight and focused AI that can efficiently and with high fidelity improve the input images and videos. To compare with our original but simple example, with our AI if you give them ABC, you will get A1B1C1 that are objective improvements for the desired use case.

Do not let lower quality digital evidence impact your argumentation.

High Fidelity: Our AI utilize Feature mapping and attention focus to globally understand and apply enhancements algorithms intelligently to improve the input.

Low To High Resolution. Because of our unique approach we are able to go above and beyond current commercial generative technology as much as up to x2-x16 increase in resolution.

https://predictive.vision

10/02/2023

We have developed cutting-edge AI technologies specifically tailored for healthcare applications, with a primary focus on medical object detection. Our advanced algorithms and models have achieved exceptional levels of accuracy and efficiency in detecting and identifying objects within medical images and videos. This technology plays a crucial role in the healthcare sector, providing valuable support for medical professionals and researchers in their quest for improved patient care and medical discoveries.

With our object detection technology, healthcare practitioners and researchers can harness the power of AI to efficiently analyze medical data, saving time, enhancing accuracy, and unlocking valuable information for better patient care and medical breakthroughs. We are dedicated to continuously advancing our solutions by incorporating the latest advancements in AI and computer vision to ensure our technology remains at the forefront of the healthcare sector.

https://predictive.vision

09/30/2023

Digital evidence can often be a significant challenge for lawyers and prosecutors. Often the forensics submitted is from low quality cctv, or worse, regarded via another medium. Argumentation can be hurt by such low quality digital evidence, with noise, low light conditions, different kinds of blurs and distortions as well obscuring details. By increasing resolution, and processing the visual media be it photo or video through our AI oriented to transform the input information- often details that could not be seen in the original input can be revealed.

Our technology takes a unique approach to handling the challenges of real world applications of enhancing visual data. Our Ai do not rely on generative technology such as has been seen so often in media. While such AI can produce impressive visual results, because their operations take input data to create new original data, this data as well because of its hallucinatory and black box nature cannot be used in real world use cases and production. https://predictive.vision

09/27/2023

We are fully committed to delivering state-of-the-art AI solutions that empower legal professionals and contribute to innovation in the legal field. Our goal is to provide a robust and reliable tool that assists in the extraction of critical insights from visual evidence, ultimately helping to drive fair and just outcomes.

With our object detection technology, legal practitioners can leverage the power of AI to efficiently analyze visual data, saving time, enhancing accuracy, and unlocking valuable information. We strive to continually advance our solutions, incorporating the latest advancements in AI and computer vision to ensure our technology remains at the forefront of the legal forensics domain. https://predictive.vision