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Vol. I · Tour de France Edition TECHNICAL EXPERIMENT · UNOFFICIAL · NOT BETTING ADVICE
Pre-season forecast — based on rider palmares and historical performance. Nightly model runs begin when the race route is announced.

Tour de France

113th edition · 21 stages · ~3333 km

T-minus 83 days
Mountain pass along the Tour de France route
The forecast

Pogačar enters as overwhelming favourite after his dominant 2024 Giro-Tour double, but Vingegaard's return to full fitness and Evenepoel's Grand Tour maturation make this a three-horse race.

Model
qwen3-32b
Runs
5
Stages
21
Data quality
Pre-season

General Classification Forecast

Probability of winning the maillot jaune in Paris

  1. 01
    Tadej Pogačar

    The most dominant Grand Tour rider since Merckx — wins on any terrain.

    35.0%
  2. 02
    Jonas Vingegaard

    Two-time winner with the best climbing watts in the peloton when fit.

    22.0%
  3. 03
    Remco Evenepoel

    Olympic TT champion with improving Grand Tour pedigree.

    12.0%
  4. 04
    Primož Roglič

    Vuelta specialist who keeps coming back for one more Tour tilt.

    6.0%
  5. 05
    Egan Bernal

    2019 winner's long road back from injury — upside if fully fit.

    4.0%
  6. 06
    Enric Mas

    Consistent top-5 finisher who could capitalise if the big three falter.

    3.0%
  7. 07
    Adam Yates

    Reliable domestique turned GC threat on the right parcours.

    3.0%
  8. 08
    Carlos Rodríguez

    Young Spaniard building year-on-year toward a podium challenge.

    2.0%

Dark horses

Juan Ayuso 2.0%

Spanish climbing prodigy with Pogačar as teammate and mentor.

Matteo Jorgenson 2.0%

American all-rounder whose TT strength could deliver a surprise GC result.

Key factors

  1. 01

    Pogačar's 2024 Giro-Tour double was the first since Pantani in 1998 — he's the clear statistical favourite on any parcours.

  2. 02

    Vingegaard's crash recovery timeline is the key unknown — full fitness means he's the only rider who can match Pogačar in the mountains.

  3. 03

    Evenepoel's third Grand Tour could be where he puts it all together — his time trial advantage over pure climbers is significant.

  4. 04

    The route profile (TBD) will be decisive — heavy mountain stages favour Pogačar/Vingegaard, TT-heavy routes benefit Evenepoel.

  5. 05

    Team strength matters more than ever — UAE Team Emirates' depth gives Pogačar tactical flexibility no other contender has.

Curious how this number is made?

Public data sources, a structured prompt, five independent model runs, averaged, published. No human in the loop. No cloud API.

Read the method →

Technical experiment disclaimer

This website is a personal technical experiment exploring AI-generated forecasting. It is not affiliated with FIFA, the EBU, the FIA, the UCI, the Academy of Motion Picture Arts and Sciences, or any betting operator. All predictions are generated by an open-weight language model for educational and entertainment purposes only. Do not use this information for gambling or financial decisions. No accuracy is guaranteed or implied.

Consent-based analytics · No paid APIs · No cloud Visits to date ·