Answer

Question

Using the full projection model, compare Haaland (element ID 411) and Isak (element ID 379) over GW9 to GW12. Give their clubs, recorded availability status, total expected points and the projected leader.

completed trace 813c9b14

Comparison using the full projection model (snapshot dated 2026-10-28, target GW 9), covering GW9 to GW12:

Player	Club	Status	Total expected points (GW9–12)
Haaland (FWD, ID 411)	Man City	Available	21.69
Isak (FWD, ID 379)	Liverpool	Available	15.57

Projected leader: Haaland. He is the model's top pick across this horizon, with Isak estimated at roughly 6.12 expected points behind.

Weekly breakdown (model estimates):

Haaland: GW9 5.88, GW10 5.30, GW11 6.28, GW12 4.23
Isak: GW9 3.46, GW10 4.08, GW11 4.14, GW12 3.89

These are model projections, not guarantees.

Run

Status: completed
Target gameweek: GW9
Model: glm-5.3:cloud
Temperature: 1
Model calls: 2 of 4
Tool calls: 1
Latency: 4.2 s
Tokens: 3,878 in · 502 out
Snapshot ID: 20261028_212650_step17-current_3a1d9408-dirty

Checks

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AI-assisted review.

Tool calls

1 compare_playerscompleted

{
  "element_ids": [
    411,
    379
  ],
  "horizon": 4,
  "model": "full"
}

Result fields: snapshot_id, as_of, season, target_gw, gws, model, players, best_element_ids. Show full result

{
  "snapshot_id": "20261028_212650_step17-current_3a1d9408-dirty",
  "as_of": "2026-10-28T21:26:50.640392Z",
  "season": "2026-27",
  "target_gw": 9,
  "gws": [
    9,
    10,
    11,
    12
  ],
  "model": "full",
  "players": [
    {
      "player": {
        "element_id": 411,
        "player_name": "Haaland",
        "position": "FWD",
        "club": "Man City",
        "current_price": 158,
        "status": "a",
        "news": ""
      },
      "projections": [
        {
          "gw": 9,
          "expected_points": 5.880235614972674
        },
        {
          "gw": 10,
          "expected_points": 5.302102481341644
        },
        {
          "gw": 11,
          "expected_points": 6.2788086588838325
        },
        {
          "gw": 12,
          "expected_points": 4.2276843801501345
        }
      ],
      "total_expected_points": 21.688831135348284,
      "expected_points_behind_best": 0.0
    },
    {
      "player": {
        "element_id": 379,
        "player_name": "Isak",
        "position": "FWD",
        "club": "Liverpool",
        "current_price": 91,
        "status": "a",
        "news": ""
      },
      "projections": [
        {
          "gw": 9,
          "expected_points": 3.4632924071678346
        },
        {
          "gw": 10,
          "expected_points": 4.080148939270332
        },
        {
          "gw": 11,
          "expected_points": 4.139190178224831
        },
        {
          "gw": 12,
          "expected_points": 3.8907569259065773
        }
      ],
      "total_expected_points": 15.573388450569576,
      "expected_points_behind_best": 6.115442684778708
    }
  ],
  "best_element_ids": [
    411
  ]
}