Expected points
Monte-Carlo over 10,000 simulations per asset: form, circuit, weather, retirement risk.
Round 16 · Bahrain GP in Malaysia
Expected points for every driver and constructor from 10,000 simulated races, price forecasts and an exact lineup solve for your budget. You make the changes yourself in the F1 Fantasy app.
±11points: our average miss per driver per round
7races in the public accuracy check
Points come as a range. When two drivers' ranges almost overlap, pick either: the gap between them is noise.
Monte-Carlo over 10,000 simulations per asset: form, circuit, weather, retirement risk.
Thresholds follow the game's own pricing model. You see how many points a rise takes and whether there is still time to buy first.
Checks every lineup that fits your budget and transfer limit, ×2 and ×3 boosts included, and finds the best one.
34drivers and constructors searched
A recommendation is worth nothing if it arrives after lineups lock or cannot be read on a phone.
The bot messages you before lineups lock, with the recommendation already in it. No model can fix a missed deadline.
The decision screens were drawn for mobile first: on a race weekend you usually have a phone, and often a bad connection.
Every recommendation breaks down into points per driver and constructor. Disagree with one pick, swap it, and the rest still holds.
The headline figure is our average miss. If two drivers are within 11 points of each other in the projection, treat them as equal.
≈11points — average error per driver per race
43%of races where our driver top-3 matched the actual top-3
Season 2026, rounds 5–11, the last 7 races. The first 4 rounds are not in there: a model that predicts a race needs races before it, and at round two there is nothing to learn from. Measured out-of-sample: for each race the model was refitted on earlier races only, so it never saw the round it predicted. The sample is small, and we make no claim to be more accurate than any specific alternative: at this size that difference is indistinguishable from chance.
Points, prices, overtakes, fastest laps and retirements for every driver and constructor across the whole season.
The 2026 calendar has 24 races: some months have three, January has none. Billing runs per race weekend, so empty months cost nothing. Stats, asset profiles and the basic optimizer are always free.
No. The official API is read-only, and emulating writes would break the game's terms. GridIQ computes the recommendation; you apply it yourself in the F1 Fantasy app.
Not to build a lineup. Linking is only needed for personal transfer advice and live race scoring, and it is read-only.
Season stats, asset profiles and the basic optimizer are free. Paid plans are billed per race weekend, so months without a Grand Prix cost nothing.
No. GridIQ is an independent analytics tool and is not affiliated with Formula 1, F1 Fantasy or the FIA.
No sign-up needed.