Agent Lab — a live forecast exhibit · Applied AI
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Group L · Matchday 7 · 2026-06-17

Ghana vs Panama

Toronto, Canada · neutral venue

Most likely scoreline
0–0 13.7%
40.2%
GHA win
28.6%
Draw
31.2%
PAN win
Top scorelines
  • 0–0 13.7%
  • 1–0 13.2%
  • 0–1 11.4%
  • 1–1 11.0%
Total goals
0 to 10 goals · most likely → tallest

The agent’s call

3-agent ensemble · deepseek-chat
GHA win
36.7%
Draw
29.7%
PAN win
33.7%

The model's prior (40% home win) is slightly optimistic given Ghana's poor recent form (LLLLD) against Panama's solid run (DWLWD). However, Ghana's key players are at a higher club level, which offsets the form gap. The head-to-head is blank, conditions are neutral, and no injuries or relevant news shift the balance. I adjust the model downward for Ghana and upward for Panama, making the outcome nearly even: 35% home, 30% draw, 35% away. Both teams have modest expected goals (Ghana 1.20, Panama 1.00) and the model's top scorelines are low-scoring (0-0, 1-0, 0-1, 1-1). Given the form and quality, a 1-1 draw is the most likely single scoreline, with 0-0 and 1-0/0-1 also common. The distribution remains tight, with 2-1 and 1-2 less likely but possible.

What the agent weighed
What the agent checked on the web
Searched tavily for GHA · PAN — 6 sources kept
Agent scorelines
generated 2026-06-11
Last 5 — GHA
-0.36 pts/match vs model expectation · opp. avg #27
  • KOR #37 -0.8
  • AUT #22 -0.7
  • GER #7 -0.3
  • MEX #21 -0.7
  • WAL #46 +0.1
GF / GA last 10: 11 / 14
Last 5 — PAN
+0.19 pts/match vs model expectation · opp. avg #69
  • RSA #64 -0.1
  • RSA #64 +1.9
  • BRA #3 -0.1
  • DOM #149 +0.5
  • BIH #63 -0.5
GF / GA last 10: 18 / 16
Head-to-head (last 5)

No prior meetings in the dataset.

▸ Full score grid (7×7)
P(home goals × away goals), %
0
1
2
3
4
5
6
0
13.7
11.4
5.7
2.2
0.7
0.2
0.1
1
13.2
11.0
5.5
2.2
0.7
0.2
0.1
2
7.7
6.4
3.2
1.3
0.4
0.1
0.0
3
3.5
2.9
1.5
0.6
0.2
0.1
0.0
4
1.4
1.1
0.6
0.2
0.1
0.0
0.0
5
0.5
0.4
0.2
0.1
0.0
0.0
0.0
6
0.2
0.1
0.1
0.0
0.0
0.0
0.0

Rows = GHA goals; columns = PAN 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)
1.2
GHA
1.0
PAN

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.