March Madness and NIT Picks Today: Teams Rithmm Has Modeled Best All Season

Published on
March 17, 2026
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March Madness is here. So is the noise.

The First Four tips off today, March 17, and the NIT gets underway this week — making this one of the busiest stretches on the college basketball betting calendar.

Before jumping into the bracket chaos, it's worth stepping back and looking at where Rithmm's models have actually found value this season. The public gets louder in March. Narratives get stronger. Lines get sharper. Everyone has a take on every side, total, and upset.

That's exactly when process matters most.

The college basketball teams Rithmm has modeled best this season

Looking at season-to-date performance, these are the team-market combinations that stand out most:

BYU totals: 11-3, 49.19% ROI

Arizona totals: 10-3, 46.41% ROI

Mississippi State totals: 11-4, 39.62% ROI

Howard spreads: 13-5, 37.66% ROI

Vanderbilt spreads: 9-4, 31.92% ROI

Arizona spreads: 11-5, 31.38% ROI

North Carolina totals: 8-4, 27.71% ROI

Kansas moneyline: 8-5, 24.52% ROI

Arkansas spreads: 11-6, 23.80% ROI

Wisconsin spreads: 10-6, 19.02% ROI

These numbers do not mean blindly betting every game involving these teams. They do mean that Rithmm’s predictive models have consistently identified value around these teams and markets over the course of the season. That matters more in March, when the board is crowded and it becomes easy to chase noise instead of real edges.

Best totals to watch in the NCAA Tournament and NIT

Totals are one of the most interesting markets in tournament season because many bettors still focus more on sides, seeds, and rankings than on the actual scoring environment of a game.

BYU (11-3, 49.19% ROI), Arizona (10-3, 46.41% ROI), and Mississippi State (11-4, 39.62% ROI) all show sustained totals value across meaningful sample sizes. Tournament basketball shifts pace and matchup dynamics, but the core question stays the same: is the number right?

For bettors focused on March Madness totals picks and college basketball over/under angles, these team-level results are worth tracking as the bracket plays out.

Best spread models entering the tournament

On the sides, Howard (13-5, 37.66% ROI) and Prairie View A&M (12-4, 43.26% ROI) are two of the strongest spread results in the dataset this season. Arizona (11-5, 31.38%), Vanderbilt (9-4, 31.92%), and Arkansas (11-6, 23.80%) round out the most consistent spread results.

These are team-market combinations where Rithmm's models have consistently spotted value over a full season — and that track record matters when the postseason board gets crowded and every game comes with a ready-made narrative.

Why this matters more in March

March Madness is one of the easiest times of year to make emotional bets. Bettors fall for brands. They overreact to conference tournament runs. They anchor to seeds. They talk themselves into games that feel "too obvious."

The real question is always whether the number offers value — regardless of the program name, the seed line, or the storyline attached to it. That applies to blue-blood programs and NIT underdogs equally.

The edge isn't in having the loudest opinion. It's in having a sharper process behind it.

How Rithmm helps bettors during March Madness

The biggest problem in March isn't a shortage of games. It's too many games with too little clarity.

Rithmm's models evaluate spreads, totals, and moneylines with structure — so users aren't just reacting to highlights or seed numbers. They're identifying where a line may be mispriced before the public catches up.

During a stretch when the sports world floods with takes and hot opinions, that structure is the difference between chasing noise and finding real edges.

Start your 7-day free trial at rithmm.com and see what the models are showing for today's First Four games.

Be sure to learn more about our March Madness AI Bracket Generator and Maker, too.

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