Agent Lab — a live forecast exhibit · Applied AI
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Group E · Matchday 15 · 2026-06-25

Ecuador vs Germany

East Rutherford, United States · neutral venue

Most likely scoreline
0–1 13.7%
28.0%
ECU win
28.0%
Draw
44.0%
GER win
Top scorelines
  • 0–1 13.7%
  • 0–0 13.3%
  • 1–1 10.8%
  • 1–0 10.5%
Total goals
0 to 10 goals · most likely → tallest

The agent’s call

3-agent ensemble · deepseek-chat
ECU win
25.0%
Draw
27.7%
GER win
47.3%

The model already favours Germany (44% away win) and the supplied intel reinforces that lean: Germany's perfect recent form, dominant head-to-head record, and superior key players (Havertz, Wirtz, Kimmich) all point to a clear quality gap. Ecuador's form is solid but not enough to close the gap. I nudge the away probability slightly higher (to 47%) given the consistent strength of the intel, while keeping the draw at 28% and home at 25% as Ecuador can be resilient. Germany's attacking quality (Havertz, Wirtz) and Ecuador's decent defence (Estupiñán, Torres) suggest a 1-2 or 0-1 outcome is most likely. The model's top scorelines (0-1, 0-0, 1-1) are retained, but I add 1-2 and 0-2 to reflect Germany's higher expected goals (1.29 vs 0.95). Low-scoring match is expected due to Ecuador's conservative style and Germany's control.

What the agent weighed
What the agent checked on the web
Searched tavily for ECU · GER — 6 sources kept
Agent scorelines
generated 2026-06-11
Last 5 — ECU
+0.43 pts/match vs model expectation · opp. avg #55
  • NZL #85 +0.8
  • MAR #12 -0.2
  • NED #9 +0.1
  • KSA #70 +1.0
  • GUA #100 +0.4
GF / GA last 10: 12 / 5
Last 5 — GER
+0.80 pts/match vs model expectation · opp. avg #46
  • SLO #52 +0.5
  • SUI #17 +1.5
  • GHA #59 +0.4
  • FIN #69 +0.4
  • USA #33 +1.1
GF / GA last 10: 28 / 8
Head-to-head (last 5)
  • 2013-05-29 Ecuador 2–4 Germany
  • 2006-06-20 Germany 3–0 Ecuador
▸ Full score grid (7×7)
P(home goals × away goals), %
0
1
2
3
4
5
6
0
13.3
13.7
8.5
4.1
1.7
0.6
0.2
1
10.5
10.8
6.7
3.2
1.3
0.5
0.2
2
5.0
5.1
3.2
1.5
0.6
0.2
0.1
3
1.8
1.9
1.2
0.6
0.2
0.1
0.0
4
0.6
0.6
0.4
0.2
0.1
0.0
0.0
5
0.2
0.2
0.1
0.1
0.0
0.0
0.0
6
0.0
0.0
0.0
0.0
0.0
0.0
0.0

Rows = ECU goals; columns = GER goals. Above-diagonal cells are home wins; diagonal = draws; below = away wins. Truncated at 6 — the joint mass past that is < 1 %.

Expected goals (Poisson rate, λ)
0.94
ECU
1.3
GER

Independent-Poisson rates. W/D/L and the score grid integrate the full 13×13 joint under these two parameters.

News context — injuries, suspensions, projected XI — is not part of the model, which sees only past results.