Grand National Handicap Chase Preview: Hippos Handicapping - LLM Virtual Panel
- Generated: 2026-04-10 13:24:14
- Race: 4:00 at Aintree on 2026-04-11
- URL: https://www.racingpost.com/racecards/32/aintree/2026-04-11/911640
- LIVE DATA FETCHED: 2026-04-10 13:24:14
The Hippos Handicapping Panel — where memory and mechanisms collide, but only the horses decide.
Our ongoing exploration of the role of Large Language Models (LLM) in sports trading.
Welcome to the Hippos Handicapping Panel — a virtual round‑table of racing minds brought to life with the help of an LLM. Each Hippo has a distinct voice:
- Mick – Aussie handicapper and professional punter
- Pearl – Canadian academic and causal analyst
- Philip – British host who keeps them honest and sneaks in his own Weekend Warrior longshots
Together they blend events and explanations into a lively debate that is equal parts analysis and paralysis.
Note: the panel discussion below blends verified racecard data with handicapping interpretation. Pace, track-bias, trainer-intent, and value judgments should be read as opinion rather than hard fact unless explicitly tied to the racecard.
๐ด Grand National Handicapping Chase Preview
Grand National Handicap Chase | Aintree | 4m 2f 74y | Good To Soft | Saturday 11 April 2026, 4:00pm | 34 runners | £500,000 to the winner
Race Context and Likely Shape
The Grand National. Thirty fences, four miles and two furlongs, and a run-in that has broken the hearts of bolder horses than anything we'll see today. Aintree's Grand National course is flat, left-handed, and utterly unique in world racing — enormous birch fences with pronounced drops on the landing side, a Canal Turn that demands racing intelligence, Becher's Brook that demands respect, and a four-hundred-and-ninety-yard run-in that demands the last reserves of stamina a staying chaser can muster. Good To Soft ground tomorrow should ride fair and true, quick enough to reward a fluent jumper but with just enough cut to take the sting out of those landing-side drops.
The defending champion Nick Rockett is a non-runner, as are Spillane's Tower and Pied Piper, which cements the final field at the maximum thirty-four. That means the three reserves — Ain't That A Shame, Deep Cave, and Buddy One — remain on the outside looking in. Willie Mullins still sends a formidable raiding party of eight, headed by the two-time National veteran I Am Maximus, who won this race in 2024 and chased Nick Rockett home last year. Gordon Elliott saddles five, including the enigmatic Gerri Colombe and the in-form Favori De Champdou. From Britain, the Skelton operation brings the mare Panic Attack off the back of major handicap wins at Newbury, while the Greenall and Guerriero yard runs both Jagwar and Iroko, the latter having finished fourth here twelve months ago.
The market scaffolding tells a clear story: I Am Maximus at 7/1 heads affairs on sheer course record, with Panic Attack at 8/1 the clear British hope. Grangeclare West and Jagwar share second-favourite billing at 10/1, with Johnnywho at 12/1 carrying the momentum of his Ultima Handicap Chase victory at the Cheltenham Festival just last month. The field spreads quickly from there, with plenty of runners at 25/1 and beyond in a wide-open renewal.
๐️ Philip Opens the Panel
Right then, welcome to the Hippos Grand National Special. The big one. The race that turns sensible people into poets and careful punters into reckless dreamers. We have thirty-four runners, thirty fences, and approximately zero certainty about anything. Mick, you've always said the National is the one race where the past talks loudest. The defending champion is absent, but his conqueror from 2024 is very much present at the top of the weights. Where does your memory bank take you first?
๐️ Mick — Memory Lane
Look, mate, I've been studying Nationals since I was laying bets on the Northern Territory race circuit in the nineties, and the one thing I keep coming back to is this: you can have all the models in the world, but this race rewards horses who've done it before. The fences are different. The atmosphere is different. The test is different. And the data backs it up — previous National runners who've completed the course have a significantly higher strike rate than debutants at these fences.
So let me start where anyone with half a brain should start: I Am Maximus at 7/1. This horse won the race in 2024 by a country mile — Ain't That A Shame was sixth that day, sixteen lengths adrift, and that was on Soft ground. Then last year on Good To Soft, identical going to what we'll get tomorrow, he chased Nick Rockett home, beaten just two and a half lengths carrying eleven-twelve. He's back at the same weight, the same track, on his favoured surface, and the horse who beat him isn't running. Paul Townend rides. Mullins trains. The form figures at Aintree literally read first and second in the last two runnings. I hear people saying "oh, his form this season isn't great" — ninth in the John Durkan, fifth at Leopardstown in February — but those were three-mile Graded races where he was never going to sparkle. This is what he's been trained for. The Mullins operation doesn't win forty-six per cent of their runners by accident, and this horse has been plotted for one race all season. I've seen this movie before. Top-class stayer running below himself in unsuitable races, then coming alive when the fences get big and the trip gets long.
But I'm not a one-horse punter, especially in this race. My safety play is Panic Attack at 8/1, and I reckon that price should be shorter. She's a mare — yes, mares don't have a great historical record in the National, but hear me out. She routed a twenty-four-runner handicap at Newbury in November by six and a half lengths, then followed up at Newbury again in January. Not just winning — dominating. Dan Skelton has been an absolute artist with this horse, building her up from a rating of 125 to 147 in just over a year. She then finished a creditable third behind Dinoblue in a mares' Grade 2 at Cheltenham, which I'd treat as a prep run more than a form reference. At ten-five, she's got a twenty-one-pound pull with I Am Maximus, and over four miles and two furlongs on Good To Soft, that's roughly equivalent to — let me do the maths — approximately six to eight lengths of advantage just from weight alone. She still has to prove herself over these fences, but the big-field handicap profile and light weight make her very easy to like.
For my value swing, I'll go to Final Orders at 28/1. Now this one lights up every pattern I look for. He won last time at the Cheltenham Festival over twenty-nine and a half furlongs — the cross-country distance — beating Favori De Champdou by two and a quarter lengths. His Racing Post Rating is 180, which is joint highest in the entire field alongside Jagwar. He's carrying just ten stone five because his official rating is only 147. That's a massive discrepancy between what he's achieved and what the handicapper says he is. Gavin Cromwell trains, and that man knows how to target a big Saturday handicap — remember his Champion Hurdle with Espoir D'Allen? Cromwell doesn't do anything by accident. At 28/1, the market's telling me this horse can't handle the National fences. Maybe it's right. But if it's wrong, we're getting a triple-figure RPR horse at a price that makes no sense.
As I always say: approximately right beats precisely wrong. And I'm approximately certain that proven National form plus high-end handicap form plus a well-handicapped staying specialist gives me a portfolio I can sleep on tonight.
๐️ Philip to Pearl
Interesting framing from Mick, as always — the memory palace approach, lean on what's happened before. Pearl, I suspect you might want to unpack some of those assumptions. Mick is putting enormous weight on course experience as a predictor. But I know you're the one who likes to separate the causal signal from the noise. When you look at this field of thirty-four, what does your framework tell you about the mechanisms that actually produce a National winner?
๐ Pearl — Meaningful Musings
Thank you, Philip, and I think Mick makes some fair points, but I want to be precise about why certain factors matter rather than just noting that they correlate with success. Let me frame this through a simplified causal DAG for the Grand National.
The outcome — finishing position — is mediated by three primary pathways. First, safe jumping at Aintree's unique fences, which is partly determined by prior experience over them but also by innate jumping technique, horse temperament, and ground conditions. Second, stamina over an extreme distance, which is influenced by breeding, race fitness, weight carried, and going. Third, tactical position relative to the pace, which interacts multiplicatively with weight and distance — a horse carrying eleven-twelve who is pulling hard in mid-division for two circuits will empty far sooner than one travelling kindly off a strong pace at ten-four.
Now, Mick is essentially saying that prior course experience is the dominant causal node. I'd argue it's a significant mediator but not sufficient. What I want to identify is the horse with the strongest combined causal pathway — fence competence, stamina evidence, and weight advantage working in concert.
My main selection is Johnnywho at 12/1. Here's the causal chain. He won the Ultima Handicap Chase at the Cheltenham Festival last month, beating Jagwar by half a length and twenty-one others. That was over twenty-five furlongs on Good To Soft — the identical going we face tomorrow. His official rating of 146 gives him just ten stone four, which is near the bottom of the weights. He's carried by the Jonjo and A.J. O'Neill operation, who are running at a forty-eight per cent run-to-form rate. Now, does the Ultima form transfer to the National? I'd argue yes, with caveats. The Ultima tests stamina, jumping under pressure in a big field, and the ability to sustain effort up the Cheltenham hill. The Grand National tests all of those things plus the unique Aintree obstacles and an extra nine and a half furlongs. The step up in trip is the biggest unknown, but at ten-four and only nine years old, the weight-for-age and simple weight advantage act as a stamina extender. My rough Bayesian estimate: if his base rate of completing as a first-time National runner is around fifty-five per cent, and we update upward for his Cheltenham Festival form and light weight, I'd put his completion probability at around sixty to sixty-five per cent, with a conditional win probability that justifies the 12/1 on offer.
For my structural each-way play, I agree with Mick on Panic Attack at 8/1, though for slightly different reasons. Mick frames it as a big staying-handicap profile, and I'd frame it as a horse who has already shown she can dominate large-field handicap company from a light weight. The remaining question is whether she can handle both the fences and the distance, and here I note that her sire, Canford Cliffs, is a flat stallion, which would normally be a red flag for extreme stamina. But the dam side clearly contributes stamina, given she's been progressive over three miles and beyond. The Skelton yard's fifty-plus per cent run-to-form rate suggests they're in excellent current form, and at ten-five with the mares' allowance factored in, the weight profile is favourable. I'm comfortable backing her each-way.
For my progressive risk selection, I'll take Haiti Couleurs at 18/1. Here's why: she won the Welsh National in December over thirty and a half furlongs, which is the closest stamina analogue to the Grand National in the British and Irish calendar. That's not correlation — that's a direct causal test of extreme staying ability. Yes, she's pulled up twice since, including in the Gold Cup at Cheltenham, but I want to apply our lesson about falls and pull-ups: volatility does not equal unreliability. A Gold Cup pull-up for a mare carrying Grade 1 weight is entirely contextual — she was outclassed, not broken. Rebecca Curtis has targeted this race specifically, and Sean Bowen is a jockey who reads a race beautifully. At eleven-ten she's carrying weight, but the Welsh National was off a similar mark and she carried it imperiously. The 18/1 reflects the market's fear of her two PUs, but I think those are confounders, not causal evidence of inability.
As I always say: let's not mistake the path of the data for the path of the cause. The market discounts Johnnywho for the trip unknown and Haiti Couleurs for her PUs, but in both cases, the deeper causal analysis suggests the discount is too steep.
๐️ Philip Challenges Mick
Mick, I want to push you on something. You've put I Am Maximus at 7/1 as your main pick, and the course record is undeniable — first in 2024, second in 2025. But he's now ten years old, carrying top weight of eleven-twelve, and his form this season has been, let's be charitable, patchy. He was ninth of ten in the John Durkan, beaten eighty-one lengths. He was fifth of twelve in the Irish Gold Cup, beaten twenty-five lengths. Yes, you can argue those were preps, but isn't there a point where "plotted" becomes "past it"? And shouldn't the weight concern you more? Twenty-one pounds more than Panic Attack over this distance — that's not trivial.
๐️ Mick Rebuttal
Fair challenge, Phil, and I'll concede the weight is the one thing that gives me pause. But let me come at it from a different angle. In December at Leopardstown, this horse finished second at 50/1 — that's what the market thought of him in a Christmas Chase, and he ran a blinder, beaten two and a half lengths by Affordale Fury. His RPR that day was 167, which would make him competitive in just about any Grand National you care to name. The John Durkan ninth? That was over nineteen and a half furlongs on Soft to Heavy — the completely wrong conditions and distance for a horse trained for a four-mile marathon on Good To Soft. I'd argue that was a deliberate "below the radar" prep, and the handicapper left him alone at 168 because of it.
On the weight — look, Red Rum won carrying twelve stone. Tiger Roll won back-to-back off eleven-ten. This race has always rewarded quality at the top of the weights when the horse knows the course. And here's my killer stat: I Am Maximus has jumped these thirty fences sixty times across two Nationals and completed safely both times, finishing first and second. That record of clean jumping is the most bankable asset in this entire field. At 7/1, I'm not saying he's a certainty, but I am saying you'll feel sick watching the race without him. He's my each-way safety, and if Townend has him travelling mid-division for the first circuit, he'll be there or thereabouts when they turn for home.
๐️ Philip Challenges Pearl
Pearl, your selection of Johnnywho at 12/1 is interesting, but let me play devil's advocate. He's not completely new to Aintree, but he has only had one prior run there and it was over a much shorter trip than this. His Ultima win was over conventional Cheltenham fences, which are a fundamentally different proposition. And the trip extension from twenty-five furlongs to thirty-four and a half is nearly forty per cent further. Your own framework talks about mediators — isn't the absence of meaningful experience over these specific fences and this sort of distance a pretty significant missing link in the causal chain?
๐ Pearl Rebuttal
It's a legitimate concern, and I flagged it as the primary unknown. But let me offer the counterfactual: if Johnnywho had run in the Becher Chase and finished mid-division, would we view him differently? Probably yes, but that would tell us relatively little that his Cheltenham form doesn't already tell us. The Becher is useful because it tests the fences specifically, but the Cheltenham Festival tests something arguably more important for the National: the ability to race competitively in a large field, under intense pressure, over a stamina-sapping trip, and sustain effort when it matters. The Ultima had twenty-two runners — not thirty-four, granted, but enough to replicate the chaos and intensity.
On the trip, I'd point to a base rate that many people overlook: the Ultima Handicap Chase has been one of the strongest form references for the Grand National for years. Horses who run well in the Ultima have a demonstrably strong record at Aintree. The fences are different, yes, but Johnnywho's jumping at Cheltenham was notably fluent — he didn't make an error in the last mile. At ten-four, the weight advantage acts as a compensating mechanism for the trip unknown. He doesn't need to be as naturally stamina-laden as a Welsh National winner because he's carrying seven or eight pounds less than most of the proven stayers. Weight is the great equaliser in this race, and I believe the market has underpriced his Ultima form because it's focused on the negatives of inexperience rather than the positives of class and weight.
๐️ Philip's Summary
So here's where we stand on the eve of the world's most famous steeplechase. We have broad consensus on one horse: Panic Attack at 8/1 is in both panellists' selections, and frankly the logic is hard to resist — progressive profile, light weight, excellent yard, and big-field handicap form of real substance. Mick's main pick is the proven warrior I Am Maximus at 7/1, and the case for course form is powerful even if the weight and age create headwinds. Pearl's main fancy is Johnnywho at 12/1 on the basis of structural advantage through weight, form trajectory, and the Ultima as a causal bridging race. She also offers Haiti Couleurs at 18/1 as the extreme stamina play, which is gutsy given two pull-ups but carries the authority of a Welsh National victory. Mick's value swing is Final Orders at 28/1, whose RPR of 180 and rock-bottom weight make a tantalising argument if the fences don't catch him out.
Let me also note the market movers we haven't fully unpacked. Jagwar at 10/1 is joint-top on RPR in the field at 180 alongside Final Orders, but he's a seven-year-old who has never raced beyond twenty-five furlongs, and the trip question looms like Becher's Brook itself. Grangeclare West at 10/1 carries the intrigue of Patrick Mullins in the saddle, amateur riders having a fine recent record in this race, and a last-time-out victory at Fairyhouse. And Iroko at 14/1 was fourth here last year, which shouldn't be forgotten even if his Ultima run was flat.
For my own summary portfolio: Panic Attack at 8/1 as the win selection — the panel convergence pick with the strongest combined causal profile. I Am Maximus at 7/1 as the each-way anchor, because I cannot bring myself to oppose a horse who has finished first and second in the last two runnings. And Johnnywho at 12/1 as the risk add, carrying Pearl's structural logic and the unmistakable momentum of a Cheltenham Festival winner.
As the great philosopher Heraclitus might have said: no man steps into the same Grand National twice. The field changes, the ground changes, the story changes. The only constant is uncertainty — and thirty fences that make a fool of certainty.
๐งข Weekend Warrior — Philip's Live Longshot
Right, the bit where I embarrass myself publicly for your entertainment. My Weekend Warrior rule is clear: 20/1 or bigger, narrative-driven, and delivered with the self-awareness that this is almost certainly burning money but might — just might — fuel bragging rights until next season.
My pick is Favori De Champdou at 33/1.
He's eleven years old. He has no prior Aintree experience. He's not in Pearl's model, not in Mick's memory bank for this course, and at 33/1, barely registers in the market's consciousness. And yet.
This horse has found a second wind at the most improbable stage of his career. He's won twice in his last four starts — at Leopardstown's Christmas meeting over twenty-four and a half furlongs and then at Cheltenham in January over twenty-nine and a half furlongs. When he was beaten last time at Cheltenham, it was by only two and a quarter lengths to Final Orders over the same marathon distance. His Racing Post Rating hit 178 earlier in his career, and his recent figure of 165 at Cheltenham shows he's not far off that level. Danny Gilligan rides for Gordon Elliott, who saddles five in this race and knows exactly what he's doing in the Grand National — this is the man who trained Tiger Roll.
The narrative? The old campaigner, eleven but running like seven, who stays all day on any ground, is in the form of his life at the perfect moment, and is utterly, criminally overlooked because the market assumes age equals decline. Horses have won this race at twelve. At eleven, with this form, 33/1 is a price that reflects prejudice more than probability.
If he places, I'll be insufferable until the Punchestown Festival. If he wins, I'll be insufferable indefinitely, and I make no apology whatsoever.
๐ Quick Racecard Crib
- Race: Grand National Handicap Chase (Premier Handicap, Class 1)
- Course: Aintree — Grand National Course (left-handed, flat, 30 unique fences)
- Distance: 4m 2f 74y
- Going: Good To Soft
- Field: 34 runners (maximum)
- Notable non-runners: Nick Rockett (2025 winner), Spillane's Tower, Pied Piper
- Prize money: £500,000 to the winner
- Key course form: I Am Maximus (1st 2024, 2nd 2025); Iroko (4th 2025); Twig (10th 2025)
- Top weight: I Am Maximus — 11st 12lb (OR 168)
- Bottom weight: Multiple at 10st 2lb (OR 144)
- Mullins runners (8): I Am Maximus, Grangeclare West, Spanish Harlem, Lecky Watson, Champ Kiely, High Class Hero, Captain Cody, Quai De Bourbon
- Elliott runners (5): Gerri Colombe, Firefox, Favori De Champdou, Three Card Brag, Stellar Story
๐ Guide Odds — Panel Selections
| Horse | Price | Weight | OR | Key Form | Panelist |
|---|---|---|---|---|---|
| I Am Maximus | 7/1 | 11-12 | 168 | 1st 2024 National, 2nd 2025 National | Mick (safety), Philip (e/w) |
| Panic Attack | 8/1 | 10-5 | 147 | Won big Newbury handicap by 6½L, 3 wins from 4 | Mick (safety), Pearl (e/w), Philip (win) |
| Grangeclare West | 10/1 | 11-10 | 166 | Won LTO Fairyhouse, P. Mullins rides | Noted — not selected |
| Jagwar | 10/1 | 10-10 | 152 | RPR 180, 2nd Ultima, trip unknown | Noted — not selected |
| Johnnywho | 12/1 | 10-4 | 146 | Won Ultima Cheltenham Festival | Pearl (win), Philip (risk) |
| Iroko | 14/1 | 11-1 | 157 | 4th Grand National 2025 | Noted |
| Captain Cody | 16/1 | 10-10 | 152 | Won Scottish National 2025 | Noted |
| Haiti Couleurs | 18/1 | 11-10 | 166 | Won Welsh National, 2 PUs since | Pearl (risk) |
| Final Orders | 28/1 | 10-5 | 147 | RPR 180, won LTO Cheltenham 29½f | Mick (value) |
| Favori De Champdou | 33/1 | 11-1 | 157 | 2 wins in 4, stays forever, 11yo | Philip (Weekend Warrior) |
๐ Web Sites (Alphabetical)
- At The Races — attheraces.com
- Betfair Exchange — betfair.com/exchange
- Oddschecker — oddschecker.com
- Racing Post — racingpost.com
- Racing TV — racingtv.com
- Sporting Life — sportinglife.com
- Timeform — timeform.com
Next panel: Post-Mortem — Saturday evening, after the world's greatest steeplechase has done what it always does: surprised absolutely everyone.
Generated by Hippos Handicapping Preview - LLM Virtual Panel [ https://vendire-ludorum.blogspot.com/ ]


