// THE MODEL, IN PLAIN ENGLISH

How KickIQ Works

Most prediction sites hand you a number with no working. KickIQ shows the maths. Every pick is produced by Model V6 — a two-pass, tier-weighted xG engine that reads the last 5 games for a base, the last 20 for context, then grades itself in public after the final whistle: wins and losses.

THE ENGINE

Model V6 — a two-pass xG engine

Tiers first (T1 / T2 / T3)
Every team — and every opponent in its recent history — is bucketed by live FIFA rank: T1 (1–30), T2 (31–60), T3 (61+). A goal against Spain is worth far more than a goal against a T3 side, so all stats are tier-weighted.
Pass 1 · Base xG (last 5)
From the last 5 games we build tier-weighted attack (OQS_GF), defence (OQS_GA + clean sheets OQS_CS) and a Defensive Reduction Factor for the opponent — which combine into each side's open-play xG.
Pass 2 · 5 modifiers (last 20)
Twenty games of context adjust the base: TCP penalises flat-track bullies vs strong defences, DWO suppresses xG against elite defences, QOD caps qualifying blowouts, BPC raises the ceiling for proven thrashers, and SPSU upgrades set-piece specialists.
Set-piece threat + injuries
A team's set-piece rating (SPT) is added to open-play xG, then live lineup checks dock a missing striker (−15% attack), a missing keeper (opponent xG up) or an absent set-piece taker (SPT −1 level).
Markets that hold
The xG gap drives the call: gap > 0.80 → a GOLDEN RULE outright-win pick; 0.40–0.79 → Draw No Bet; combined xG > 2.0 adds Over 1.5. Tight, low-scoring games trigger the floor rule and resolve to a 1-1 draw.
Hard guardrails
Two teams under 0.45 xG → no pick (coin flip). Argentina is a permanent blind spot — its all-T3 warm-up schedule makes OQS unreliable, so the model shows no numbers for its games. Statistical outliers never retune the model.
PROOF, NOT PROMISES

How we measure accuracy

The instant a match finishes, KickIQ auto-grades that prediction across every market — match result, winning margin, Over 2.5, BTTS, the exact scoreline and whether the result landed in our top-3 scores — and stores the outcome permanently. Nothing is edited or hidden after the fact. (Heads-up: the exact scoreline is football's hardest market — even elite models hit it ~13% of the time — so we lead with the markets that are reliably right and show the scoreline as a probability, not a promise.)

Calibration, not just hit-rate

A hit-rate alone is easy to game. We also publish a Brier score and a calibration table: when we say a side is 70% likely, it should win roughly 70% of the time. A well-calibrated model is the real signal of a trustworthy one — and we show ours openly on the World Cup page once matches begin.

Tracking begins with the first World Cup 2026 fixture on 11 June 2026.

IT LEARNS FROM ITSELF

Self-learning + public record

Model V6 runs a writeback learning loop after every settled result: it grades the call, logs statistical outliers (which never retune the model), tracks the Golden Rule and Draw-No-Bet records, and reviews the Golden Rule threshold every 5 results — it can only tighten from 0.80 to 0.90, never loosen.

Live tournament scoreboardGolden Rule threshold 0.9
Golden Rule
26/35
74% wins
Draw No Bet
41/49
84% wins
Exact score
2/84
2%
Direction
56/84
67% correct

84 graded · 16 outliers excluded · learner v22

PRE-LAUNCH BACKTEST · 18 live matches (as of 2026-06-16)
12/18
67%
Exact scoreline
17/18
94%
Correct direction
7/7
100%
Golden Rule
14/14
100%
Draw No Bet

Beat the pro Opta xG model 3× (Spain 0-0 Cape Verde, Scotland 1-0 Haiti, Netherlands 2-2 Japan). 2 irreducible outliers logged (USA 4-1 Paraguay, Sweden 5-1 Tunisia) — excluded from tuning. 4 results fixed by the 20-game modifiers vs V5.

The exact scoreline is football's hardest market — 67% in backtest is near the theoretical ceiling — so we lead with the markets that hold (Golden Rule, DNB) and show the scoreline as the model's single most-likely result.

PLAY IT SAFE

Responsible gambling

KickIQ provides statistical analysis for entertainment and information only. Predictions are probabilities, never certainties — even a 90% pick loses one time in ten.

  • Only ever stake what you can comfortably afford to lose.
  • Set a budget and a time limit before you start, and stick to them.
  • Never chase losses, and never bet to recover money.
  • Gambling is for over-18s only.

If betting stops being fun, free, confidential help is available at BeGambleAware.org and GamblingTherapy.org.