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

Full time ECU 2–1 GER
The agent called Germany (55%) — Worse than the model call wrong

The forecast below is what the agent published before kickoff.

Most likely scoreline
0–1 13.9%
26.7%
ECU win
27.6%
Draw
45.7%
GER win
Top scorelines
  • 0–1 13.9%
  • 0–0 13.1%
  • 1–1 10.7%
  • 1–0 10.1%
Total goals
0 to 10 goals · most likely → tallest

The agent’s call

3-agent ensemble · deepseek-chat
ECU win
20.0%
Draw
25.3%
GER win
54.7%

The model already gives Germany a clear edge (46% away win), and every supplied factor reinforces that: Germany is in superb form (5 wins, over-performing expectations), has dominated the head-to-head, possesses a far more valuable squad (2.4x), and boasts key players in better form at top clubs. Ecuador's recent attacking struggles against Curaçao (15 saves faced) suggest they may lack the firepower to trouble Germany's defence. I have raised Germany's win probability from 46% to 55% and lowered Ecuador's from 26% to 20%, reflecting the consistent signal from all factors. The draw stays near the model's 28% as Germany's quality gap is large but not insurmountable. Germany's expected goals (1.34) and Ecuador's (0.90) from the model align with a low-scoring match tilted toward Germany. The most likely scorelines are 0-1 (14%), 0-2 (12%), and 1-1 (11%). I have slightly increased the probability of 0-2 and 0-3 to reflect Germany's form and Ecuador's attacking issues, while keeping 0-1 as the single most likely outcome.

What the agent weighed
What the agent chose to investigate
The agent decided what to check on tavily — 9 sources kept:
  • “Ecuador vs Germany 2026-06-25 team news injuries suspensions” match · 3 hits
    Late fitness or lineup changes could shift the match forecast.
  • “Germany squad 2026 June injuries” GER · 3 hits
    Key German player availability is unknown and could affect the forecast.
  • “Ecuador squad 2026 June injuries” ECU · 3 hits
    Key Ecuador player availability is unknown and could affect the forecast.
Agent scorelines
generated 2026-06-25
Last 5 — ECU
-0.68 pts/match vs model expectation · opp. avg #66
  • NED #9 +0.1
  • KSA #74 +1.0
  • GUA #100 +0.4
  • CIV #26 -1.5
  • CUW #119 -1.5
GF / GA last 10: 11 / 6
Last 5 — GER
+0.69 pts/match vs model expectation · opp. avg #61
  • GHA #55 +0.5
  • FIN #68 +0.4
  • USA #37 +1.1
  • CUW #119 +0.2
  • CIV #26 +1.0
GF / GA last 10: 34 / 7
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
13.1
13.9
8.8
4.4
1.9
0.7
0.3
1
10.1
10.7
6.8
3.4
1.4
0.6
0.2
2
4.7
5.0
3.2
1.6
0.7
0.3
0.1
3
1.7
1.8
1.2
0.6
0.2
0.1
0.0
4
0.5
0.6
0.4
0.2
0.1
0.0
0.0
5
0.1
0.2
0.1
0.0
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)
0.92
ECU
1.35
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.