Philadelphia gets two title fights this weekend, but the intrigue runs deeper than whether anyone can finally crack Islam Makhachev.

Ian Machado Garry has the length, movement and patience to make the champion work. Mackenzie Dern finally has UFC gold and immediately draws Gillian Robertson, one of the division’s most persistent wrestlers. Edson Barboza is still capable of ruining a younger man’s night with one kick, but he is now 40 and Esteban Ribovics has no intention of giving him room to breathe.

Then there is Vicente Luque against Tresean Gore.

The market sees a close fight.

The Onchain Edge sees something very different.

A New Look for Fight Lab

Fight Lab looks a little different this week.

The old Low, Medium and High confidence labels are gone. In their place, every modelled fight now comes with a win probability.

Behind the scenes, The Onchain Edge has spent the past few weeks rebuilding and backtesting its UFC prediction model across thousands of historical fights. The aim was simple: put a proper number on each read instead of forcing it into a broad confidence bucket.

So when Islam Makhachev is listed at 69%, that is the estimated chance of him winning the fight based on the data available before the event.

The percentages add another layer to the analysis. They do not replace it.

Now, onto UFC 330.

UFC 330 Quick Picks

Fight	Prediction	Win Probability
Islam Makhachev vs Ian Machado Garry	Islam Makhachev	69%
Mackenzie Dern vs Gillian Robertson	Gillian Robertson	52%
Charles Johnson vs Eduardo “Chapolin” Henrique	Charles Johnson	Lean only
Mansur Abdul-Malik vs Dustin Stoltzfus	Mansur Abdul-Malik	55%
Edson Barboza vs Esteban Ribovics	Esteban Ribovics	75%
Chidi Njokuani vs Joel Alvarez	Joel Alvarez	74%
Jalin Turner vs Kauê Fernandes	Kauê Fernandes	69%
Donte Johnson vs Eric McConico	Donte Johnson	77%
Vicente Luque vs Tresean Gore	Vicente Luque	81%
Rafael Tobias vs Lucas Fernando	Lucas Fernando	72%
Neil Magny vs Ramiz Brahimaj	Ramiz Brahimaj	63%
Jeremiah Wells vs Myktybek Orolbai	Myktybek Orolbai	84%

Jose Ochoa was originally scheduled to face Charles Johnson but withdrew through injury. Eduardo “Chapolin” Henrique accepted the fight on four days’ notice at 130lb, so the original prediction is discarded rather than forcing a percentage onto a completely different matchup.

Now for the fights that deserve a closer look.

Islam Makhachev vs Ian Machado Garry

TOE prediction: Makhachev, 69%

For most of Makhachev’s title run, the question for the man standing opposite him has been brutally simple.

Can you stop him getting close?

Not the first takedown. Not one scramble. Not one clean separation.

Can you keep him away for 25 minutes?

Ian Machado Garry has a better chance than most.

He is five inches taller than Makhachev, owns another four inches of reach and has built his game around making those dimensions count. Garry rarely gives opponents a stationary target. He moves well enough to force rushed entries, understands distance and has no issue winning long stretches without taking unnecessary risks.

His last few fights have shown a more mature version of the prospect who first arrived in the UFC. Garry went five rounds with Shavkat Rakhmonov, beat Carlos Prates over 25 minutes and then added Belal Muhammad to his résumé. The flash has gradually given way to something much harder to deal with: patience.

Makhachev presents a completely different set of problems.

His wrestling has never really been about one spectacular shot. It is the sequence afterwards that breaks people. A defended takedown becomes a body lock. A body lock becomes fence pressure. A scramble becomes another entry. By the time an opponent has solved the first problem, Makhachev is already working on the next one.

The numbers reflect that grind. He lands better than half of his takedown attempts and averages more than five and a half minutes of control across his UFC fights. Garry’s own wrestling has improved, but it is nowhere near the same kind of weapon.

Garry’s height could even become awkward once Makhachev gets underneath him. Long limbs are useful when there is space. Pinned to the fence with Makhachev attached to the hips, they can become a lot of body to organise.

The challenger’s route is clear. Hold the centre, punish entries, make Makhachev reset and force him to cross as much distance as possible before every wrestling exchange.

Garry is also good enough to make the striking portions competitive. If he can repeatedly separate without giving away long control spells, this becomes a very interesting fight.

Doing it once is believable.

Doing it round after round is where the pick starts to move towards the champion.

Makhachev has already shown that his game survives the move to welterweight. He took the belt from Jack Della Maddalena last November with a dominant five-round decision and arrives in Philadelphia looking fully settled at 170.

Garry should have moments. He may have entire rounds.

Makhachev remains the better fighter at deciding where those rounds are fought.

Prediction: Islam Makhachev by decision

Mackenzie Dern vs Gillian Robertson

TOE prediction: Robertson, 52%

There is almost nothing between them.

Dern is the champion, the bigger name and still one of the most dangerous submission grapplers in women’s MMA. Give her one clean positional mistake and she can finish a fight before the opponent has properly worked out what went wrong.

Robertson is not the better pure jiu-jitsu player.

She may be the more effective MMA grappler.

She gets to her positions more reliably, wrestles through resistance and is far more comfortable forcing the same exchange over and over until something finally gives.

Dern has spent much of her UFC career trying to solve the problem of getting elite grappling onto the floor. Her takedown accuracy remains below 20%. Robertson lands at more than twice that rate and averages considerably more control time.

Robertson’s work is rarely pretty. It does not need to be.

She can wrestle from the clinch, drag opponents through awkward transitions and accept imperfect entries because she trusts what happens once the fight starts to break down. The move to strawweight has helped too. She looks stronger in the clinch, harder to move and more capable of keeping opponents underneath her.

Dern is a horrible opponent for anyone who gets overconfident there.

Most fighters are relieved when Robertson chooses to grapple. Dern is perfectly capable of turning a successful takedown against her into the beginning of her own offence.

Robertson cannot simply dive into positions and assume top control will be enough.

Dern has also become a more rounded fighter. Her striking is still unconventional, but there is enough power behind it now to punish opponents who become too comfortable on the feet. Winning the title has given her something else Robertson does not yet have: experience of managing a 25-minute UFC fight.

Robertson has never gone beyond three rounds in the promotion.

Still, her development over the last couple of years has been hard to ignore. Earlier in her career, the gap between what she wanted to do and what better opponents allowed her to do was too wide. Now she is stronger, more stubborn in the clinch and much better at turning unsuccessful attacks into second and third attempts.

Dern is the more dangerous grappler.

Robertson may be the one who decides when the grappling happens.

There is barely enough between them to justify a strong opinion, but the wrestling gives Robertson the slightest edge.

Prediction: Gillian Robertson by decision

Vicente Luque vs Tresean Gore

TOE prediction: Luque, 81%

This is the strangest fight on the card.

Not because Vicente Luque is the pick.

Because of how strongly he is the pick.

There are perfectly reasonable arguments for Tresean Gore. He is younger, naturally established at middleweight and has become increasingly dangerous as a grappler. Earlier this year he submitted Azamat Bekoev, another reminder that the 6-4 record undersells how dangerous he can be.

His takedown numbers are strong as well. Gore has landed more than 70% of his recorded UFC attempts and has developed a real submission threat around his wrestling.

But there is still an enormous gap in proven quality.

Luque has spent a decade fighting killers.

Belal Muhammad, Rafael dos Anjos, Tyron Woodley, Randy Brown, Bryan Barberena, Niko Price. He has shared the cage with Leon Edwards, Stephen Thompson and Geoff Neal. That level of competition comes with mileage, but it also tells us far more about what Luque can do against serious UFC opposition.

At his best, Luque is miserable to discourage.

He pressures behind heavy combinations, kicks the legs, punishes exits and has always had the ability to turn a hurt opponent into a submission opportunity. He has never fitted neatly into the striker-or-grappler box because the danger in one phase usually creates openings in the other.

The concern is obvious.

There has been a lot of damage.

Luque has absorbed years of hard exchanges and his recent career has been far less consistent than the run that once carried him towards the top of the welterweight division. He is now fighting at middleweight, where the men are bigger and defensive mistakes tend to cost more.

His return to 185 did at least offer a reminder of what remains. Luque submitted Kelvin Gastelum in the opening round in April. This is not a veteran hanging around purely on reputation.

Gore can make him work. He can wrestle. He can attack the neck. He can force Luque to deal with a stronger middleweight frame.

What he has not yet shown is that he can control a fighter of Luque’s quality for long enough to make those advantages decisive.

Luque remains the cleaner striker, the more proven finisher and the man who has spent almost his entire UFC career operating against much tougher opposition.

Eighty-one per cent is a big call.

The evidence points that way.

Prediction: Vicente Luque by KO/TKO

Edson Barboza vs Esteban Ribovics

TOE prediction: Ribovics, 75%

Edson Barboza does not need many reminders that he is 40.

The matchmaking department appears happy to provide them anyway.

Esteban Ribovics is ten years younger, throws at a vicious pace and is perfectly willing to stand in front of opponents long enough to make fights uncomfortable.

Usually that final trait would be a terrible idea against Barboza.

Even now, there are few fighters in the UFC who can make an opponent regret a lazy step quite like him. The kicks remain savage. The counters are still quick enough to punish anyone who charges in without structure. His body work can change a fight with one clean connection.

Ribovics is not interested in a clean, low-volume kickboxing match.

He wants exchanges.

His UFC fights have already shown a willingness to keep throwing when both men are in range. Against Barboza, that turns the fight into a battle between technique and sustained pressure.

Barboza may still be the prettier striker.

Ribovics is far more likely to maintain the pace for 15 minutes.

Their activity levels tell some of the story. Ribovics has averaged close to 80 significant strikes landed per UFC appearance. Barboza sits below 50. Those are raw fight averages rather than pace-adjusted figures, but they fit what the fights look like. Ribovics wants volume. Barboza increasingly needs cleaner pockets of space.

Ribovics’ loss to Mateusz Gamrot last time out should not be overplayed.

Gamrot made him solve wrestling, pressure and positional problems.

Barboza is going to ask him to strike.

That is a much more inviting assignment.

There will always be danger in backing anyone to walk towards Edson Barboza. He has spent more than a decade turning confidence into regret.

At 40, surviving enough pressure to keep finding those perfect moments is becoming harder.

Prediction: Esteban Ribovics by KO/TKO

The Rest of UFC 330

Note: Method calls are included where there is a clear enough read to make one. Where the likely route is less certain, the prediction stays with the winner rather than forcing a finish or decision call.

Charles Johnson vs Eduardo “Chapolin” Henrique

A completely different fight after Jose Ochoa withdrew injured.

Chapolin takes the call on four days’ notice at 130lb, but he is no random regional replacement. The former LFA flyweight champion is 15-2 and most recently beat An Tuan Ho on Contender Series.

Johnson has the huge UFC experience advantage and has spent a full camp preparing to fight, even if the opponent has changed at the last minute.

Late replacements can be dangerous precisely because there is so little time to prepare for them. They can also look very different once the adrenaline fades and the lack of a full camp starts to bite.

Johnson should be better equipped to handle the mess.

Prediction: Charles Johnson by decision

Mansur Abdul-Malik vs Dustin Stoltzfus

TOE prediction: Abdul-Malik, 55%

Abdul-Malik has the athleticism and finishing power to blow people out early.

Stoltzfus has enough experience and enough grappling ability to make sure he does not get everything his own way.

The gap is smaller than the hype around Abdul-Malik might suggest.

Prediction: Mansur Abdul-Malik

Chidi Njokuani vs Joel Alvarez

TOE prediction: Alvarez, 74%

Njokuani is the cleaner pure striker.

Alvarez brings length, pressure and a submission game that gives him more ways to win.

The short-notice switch adds volatility, but Alvarez still has the broader route through the fight.

Prediction: Joel Alvarez by submission

Jalin Turner vs Kauê Fernandes

TOE prediction: Fernandes, 69%

One of the sharper picks on the card.

Turner owns the obvious physical advantages and remains a dangerous finisher, but Fernandes has been excellent since arriving in the UFC and the wider body of work behind that small sample is strong.

Turner is dangerous enough to make 69% feel uncomfortable.

Fernandes is still the side.

Prediction: Kauê Fernandes

Donte Johnson vs Eric McConico

TOE prediction: Johnson, 77%

Johnson is only eight fights into his professional career, so there is still plenty we do not know.

What we have seen is promising.

McConico owns the experience edge. Johnson has the youth, athleticism and much greater upside.

Prediction: Donte Johnson

Rafael Tobias vs Lucas Fernando

TOE prediction: Fernando, 72%

Neither man has given us much UFC evidence yet.

Fernando has the more convincing overall profile, along with the size and physical tools to dictate large stretches of the fight.

Prediction: Lucas Fernando

Neil Magny vs Ramiz Brahimaj

TOE prediction: Brahimaj, 63%

Neil Magny has spent years ruining the evenings of fighters expected to move past him.

At 39, this feels like another difficult one.

Brahimaj wants the sort of grappling exchanges that have given Magny problems before and carries one of the clearest submission threats on the card.

Magny will make him earn it.

Prediction: Ramiz Brahimaj by submission

Jeremiah Wells vs Myktybek Orolbai

TOE prediction: Orolbai, 84%

Orolbai wrestles at an absurd pace.

He already averages more than ten takedown attempts and six completed takedowns per UFC fight, along with more than five minutes of control.

Wells is strong, dangerous and difficult to bully early.

He is also nearly 40 and facing a 28-year-old who can turn every minute into another wrestling exchange.

This is the strongest pick on the card.

Prediction: Myktybek Orolbai by decision

The Onchain Edge Early Angles

Vicente Luque is impossible to ignore.

An 81% prediction in a fight the early market has viewed as far more competitive demands another look when the Betting Slate is built. The gap is enormous. It still needs to survive the final research and price check before becoming anything more than an interesting number.

Gillian Robertson is a different case.

There is no great confidence in a 52% pick. The appeal comes from how differently the fight is being viewed elsewhere. If Dern continues to attract a much stronger price than the fight itself appears to deserve, Robertson becomes interesting.

Brahimaj’s submission route is another one worth watching.

The winner pick itself sits at 63%, but his best path points towards the grappling exchanges where Magny has historically been most vulnerable.

The prices can wait until the Betting Slate.

Final Word

Islam Makhachev has spent years making elite fighters look as though they have misunderstood the assignment.

Ian Machado Garry might be one of the better-equipped challengers to stop that happening. He has the length, movement and composure to force Makhachev to solve problems before he can impose his own.

The trouble is that Makhachev usually solves them.

Further down the card, Robertson and Dern are almost impossible to split. Barboza faces another younger lightweight determined to turn pace into a weapon. Vicente Luque arrives in the strangest fight of the week, carrying one of the strongest predictions on the card while plenty of people see little between him and Gore.

Those are the fights worth watching closely.

Not because everyone agrees on them.

Because they do not.

Read the fight. Find the edge. Make your pick.

The Onchain Edge is independently produced and is not an official FX1 publication.