Predictive Insights AI

AI risk forecasting for EU AI Act alignment

Local, private models and study tools for teams that have to show how a cybersecurity decision was made.

Problem

Tools for AI-driven cybersecurity mastery are expensive.
Generative AI is introducing new cyber risks and vulnerabilities.
Businesses are lagging on compliance, including the EU AI Act, SOC 2, and NIST.

Legal and compliance lesson: GDPR, CCPA, and HIPAA may apply, data-storage rules can cross borders, and fines can be severe — Compliance lesson from the site.

Solution

Pre-trained predictive models and LLMs for real-time simulations.
Memorization flashcards, apps, and self-study modules on best practices.

The same three layers are on the home page: quantum forecasting, risk entanglement, and actionable intelligence.

Blue whiteboard titled The Predictive Intelligence Stack, with notes on quantum forecasting, risk entanglement, and actionable intelligence — Predictive Intelligence Stack, from the whiteboard notes.

Proposition

Local, private AI for cybersecurity predictions.
A decentralized Tailscale network with blockchain logging.
Access includes 12 datasets, 15 exercises, and 200 hours of video.

Existing alternatives

Big Tech platforms with high barriers for small and midsize businesses.
Shortcuts such as basic antivirus, which miss predictive insights.

Slide titled The Small Business Survival Gap: 60 percent of small businesses close within 6 months — Small-business lesson from the site: 60% close within 6 months of a breach.

Key metrics

43k

Visitors in the first two weeks of the 2026 relaunch.

Partnerships

Past partner: Capital Factory (Austin), for acceleration.
Past partner: AWS Startups, for infrastructure.
Integrated Security Consultants (ISCSecurity.net), for expertise.

Cost structure

Master’s degree.
Software and cloud services.
Credentialing (SOC 2, NIST), course development, and marketing.

Unfair advantage

Business license is pending.
Founder Sam Castillo’s brand and network.
Seven years in predictive modeling.

Channels

Media, press, and podcasts.
University partnerships in the Five College Area.
YouTube, built from zero to 50,000+ lifetime views.
Public lectures on Rumble, including Exam PA and machine-learning lessons.

Customer segments

Healthcare facilities and insurance companies
Actuaries and financial analysts
Paralegals and lawyers
HR specialists
Educators and administrators
Engineering and operations

Early adopters

2

Fortune 500 companies.

Revenue streams

$2,000 B2B subscriptions.
Training enrollment bookings.
Research grants.

About

Samuel Castillo

Massachusetts founder. He studied mathematics and actuarial science at UMass Amherst and built a small business after corporate roles.

7+ years of actuarial and data science experience at Fortune 500 companies.
Founder with startup accelerator experience.
Completed the AI Fundamentals course by Google on Coursera.

Exam P
Exam PA
Exam MFE / 3F
Exam STAM
Exam FM

Full about page · Identity

Experience

Integrated Security Consultants, Inc. — AI Solutions Developer, 2025. Turned security-system installs into clear steps and trained LLMs as virtual tech guides.
Pass My Exam, LLC — Product Developer, 2024. AWS Activate Startups. YouTube channel from zero to 50,000+ lifetime views.
Expedia Group — Data Analyst, 2022–2023. Predictive models on global travel data. Workflows cut from 3 days to hours.

Samuel Castillo on stage with three colleagues beside a lit booth — On stage during a keynote presentation.

What people say

He discovered patterns in the data that I never expected to see, pairing his expertise with my industry knowledge perfectly. I’d strongly recommend Sam for any data task you may have.
Veteran entrepreneur, February 2022

Sam is making predictive analytics approachable and accessible to new talent in the actuarial field. It’s a tough subject and a hard thing to do, but he has proven he’s up to the task.
Mentor, product and education advisor, January 2021

Sam took action and created a data visualization survey to better understand which tools others were using so that we could tailor design decisions to match our end users. He also helped to create an R library called mr_workflow for R users within the firm.
Senior product manager, healthcare analytics, January 2021

I do not sell your information. All eight testimonials · Privacy

Work on the site

ASA DataFest 2025. The action items below are from the commercial real-estate analysis published on the site.

Action items slide: work-from-home cut commercial real-estate revenue 29 percent, and InsurTech and FinTech have the most office space available — ASA DataFest 2025 write-up

EU AI Act upskilling

$150B

Total education cost. People, multiplied by the average cost of materials, multiplied by the certifications each person needs.

20 millionProfessionals affected worldwide

$2,500Average cost of study materials

3Certifications or tests per person

$150 billionTotal education cost

Compared with actuarial education

Affordable tools are a way to bring compliance costs down. The same formula — people × materials × exams — is much smaller in the actuarial market.

31,000Actuaries

$3,500Study materials

10Exams

$1.085 billionEducation cost on this formula

Set next to the $150 billion EU AI Act figure, actuarial education is the smaller, better-known market for the same kind of study spend.

Private cybersecurity predictions, study modules, and a record of how the result was produced.

Contact Samuel Castillo

Download the PowerPoint