Inside ATLAS: How Manny’s Variety Is Building a More Transparent Sports Intelligence Platform

There was a point when Manuel Riquinha was spending so much time studying sports data that building his own technology began to seem more practical than relying on existing tools. Before making a decision, he would manually work through statistics, matchups, injuries, trends, historical results, and other signals. He had developed a disciplined process for studying sports, but he wanted to know what might happen if that approach could be combined with technology, modeling, and artificial intelligence.

That question eventually became Manny’s Variety, also known as MVP. What started as a personal project built for Riquinha and his friends gradually developed into a broader sports technology platform. During the 2026 NBA season, the early platform produced results that encouraged Riquinha to continue developing the project as a sports intelligence company.

The company’s public app describes its offering as AI-powered sports analysis with a transparent, graded results tracker.

A Founder With an Unusual View of Risk

Riquinha was not coming to sports technology from a conventional software background. His career had already taken him through environments where risk, operations, technology, and decision-making were central to the job.

He holds a master’s degree in Casino Operations and spent approximately eight years in resort and casino management, working with some of the largest casino organizations in the country and overseeing significant operations. That experience gave him an inside view of complex operations, risk management, organizational discipline, and the systems required to make decisions when outcomes are never certain.

He later joined Amazon and developed his technology background further, including earning four AWS certifications covering areas such as cloud infrastructure and generative artificial intelligence. Combined with his lifelong interest in sports and data analysis, those experiences created an unusual intersection of skills.

Manny’s Variety grew from that intersection. Riquinha understood the importance of risk and operational controls from his professional experience, had gained firsthand exposure to large-scale technology and cloud infrastructure, and approached sports as someone who genuinely enjoyed studying the numbers rather than simply watching the games.

The result was not initially a business plan. It was a problem he wanted to solve for himself.

From Personal Experiment to ATLAS

The deeper problem became clear as the platform developed. A prediction can be easy to publish, but much harder to evaluate properly. Where did it come from? What evidence supported it? What methodology produced it? How did it perform afterward? How should a user interpret the level of uncertainty involved?

Manny’s Variety was built around the belief that those questions matter.

At the center of the platform is ATLAS, MVP’s proprietary intelligence engine. ATLAS is designed to organize sports information and turn it into research that users can understand and evaluate. Its work supports model-generated predictions, player analysis, historical tracking, matchup research, and ATLAS Reports.

An ATLAS Report can bring together model probabilities, matchup context, historical performance, and supporting evidence in a single research record. The goal is not to create an illusion of certainty. Instead, the platform is designed to give users additional context around an uncertain outcome.

“We do not want users to blindly trust a prediction,” Riquinha says. “We want them to be able to see what the models see, understand why they see it, and examine what happened afterward.”

That philosophy is central to the company’s identity. MVP is attempting to address what it sees as a transparency challenge in predictive sports technology.

Rather than treating a prediction as the final product, Manny’s Variety is building a system in which an output can be analyzed, explained, preserved, evaluated, connected to evidence, and compared with historical performance. The distinction is important because sports analysis can easily become a black box. A number appears on a screen, a prediction is published, and users are left to determine how much confidence to place in it.

MVP is taking a different approach. Its current app emphasizes a public results tracker and a transparent, graded record, giving users a way to examine performance rather than relying solely on promotional claims.

The historical record also creates an important discipline for the company itself. It can help Manny’s Variety identify where individual methodologies perform well, where they struggle, and where further development may be needed. Positive results matter, but so do unsuccessful predictions, because both become part of the record.

That creates a more accountable approach to sports intelligence. The objective is not to suggest that uncertainty can be eliminated. It is to make uncertainty easier to research and understand.

Built by Sports Enthusiasts, for Sports Enthusiasts

There is also a human element to the company that separates MVP from a conventional corporate startup.

Manny’s Variety was built with the help of some of Riquinha’s closest longtime friends, who contribute across programming, finance, marketing, and advertising. The team grew organically around a shared interest in sports and the original problem that inspired the platform.

That culture is reflected in the company's identity: built by sports enthusiasts, for sports enthusiasts.

The technology, however, is intended for a broader audience. Sports fans, analysts, fantasy football managers, and data-minded users increasingly have access to more information than they can reasonably process. The challenge is no longer simply finding data. It is understanding which information matters, how signals relate to one another, and what happened when a model made a prediction in the past.

That is where ATLAS fits. It connects data, modeling, evidence, and historical results into a research experience rather than presenting a prediction in isolation.

Bringing the Same Philosophy to Fantasy Football

Fantasy football is becoming an important extension of that approach. The MVP Fantasy Football Hub is being developed around rankings, projections, draft preparation, roster analysis, start-and-sit decisions, trade analysis, and weekly management.

The idea is not to create a separate philosophy for fantasy football. Instead, the Hub applies the same intelligence principles to season-long decisions.

Fantasy managers constantly face incomplete information. Injuries change roles. Matchups shift. Player usage evolves. A ranking that looks useful before the season can become less relevant weeks later. For that reason, fantasy decision-making benefits from context and historical evidence rather than a single static number.

MVP is positioning the Fantasy Football Hub as another place where users can study those signals and make their own judgments. The technology provides research, while the user remains responsible for the decision.

That distinction reflects the broader direction of Manny’s Variety. The company is not presenting its models as a way to predict the future with certainty. Instead, it is developing tools intended to help people understand the information surrounding uncertain outcomes.

Recognition and the Road Ahead

Manny’s Variety has also received recognition from Best of Best Review, which named MVP its Best AI Sports Analytics Platform in the United States for 2026. For the company, the recognition represents an early milestone as it develops ATLAS and expands its sports research and fantasy football capabilities.

The larger opportunity, however, extends beyond an award or a single sports season. Manny’s Variety is building around a simple idea: trust should come from being able to examine the process, not merely from being told to trust the result.

That means preserving historical records, showing supporting evidence, documenting methodology, measuring performance, and acknowledging uncertainty. It also means allowing the record to reveal where a methodology works and where it needs improvement.

For a founder whose career has moved from casino operations and risk management to Amazon, cloud technology, artificial intelligence, and sports analysis, that focus is consistent. Riquinha has spent much of his professional life around systems where decisions have consequences and uncertainty has to be understood rather than ignored.

Manny’s Variety is applying that perspective to sports intelligence. The company also shares updates through Instagram and X.

For sports fans and analysts interested in a more research-oriented approach to sports data, ATLAS represents an effort to make predictive analysis more transparent and easier to evaluate. Rather than asking users to accept a prediction at face value, the platform is designed around a different question: whether the reasoning, evidence, and historical record behind an analysis can be examined.

Disclaimer:

This article is for informational purposes only and is not intended to promote, encourage, or provide professional advice related to sports betting, gambling, or wagering activities. Always consult a qualified professional or trusted authority before engaging in any activities related to sports betting or gambling, especially if doing so may have legal, financial, or personal consequences. The author and publisher are not responsible for any losses, damages, or outcomes resulting from the use or reliance on the information provided.