LLM calls

sportstatsdb.com pipelines
time
2026-09-30 15:58:50
pipeline
isu_pipeline
run
gpfra2026
step
6 entries people
object
2136407 Aurelie FAULA / Theo BELLE
model_requested
anthropic/claude-sonnet-5.5
model_returned
anthropic/claude-sonnet-5.5
provider
Claude Platform on AWS
latency_s
4.67
prompt_tokens
3245
completion_tokens
457
cost_usd
0.01106
finish_reason
stop
json_error
False
review_verdict
review_note
call_id
aacce941-1366-446b-a961-c428bd9e2c48

Answer

{
  "why": "Both skaters match a single candidate card each. Aurelie FAULA card 8855159 has birth date 2000-04-05, which matches the ISU profile. Its recent starts are senior pairs for FRA with Theo BELLE, up to Nebelhorn Trophy in Sept 2026. Theo BELLE card 8856544 has birth date 2002-01-20, matching the ISU profile, and the same senior pairs starts with Aurelie FAULA. The other Aurélie FAULA card 8962344 has no birth date and only novice singles results from 2014-2015 for clubs COLMA and MULHO. That is a different age group and discipline, so it does not fit the senior pairs entry, although it could be the same person's early career (Mulhouse is her birthplace).",
  "cards": [
    8855159,
    8856544
  ],
  "followups": [
    {
      "card": 8962344,
      "issue": "Possible duplicate of card 8855159. Same name with an accent, novice singles results 2014-2015 for Mulhouse-area clubs (MULHO, COLMA), no birth date. Aurelie FAULA (b. 2000, born in Mulhouse) would have been about 14-15 then, which is plausible for novice.",
      "suggestion": "Check whether it is the same skater as 8855159. If so, merge the cards or add the birth date. Otherwise leave them separate."
    }
  ],
  "confidence": "high"
}

Task

This is an entry (registration) for an upcoming competition, before any results. Link each person on the entry to one of their candidate cards (same or similar name), or to null if none of the listed candidates fits. Nothing is created here: an entry may stay without a card, and the person is settled when the results arrive with more evidence (ISU number, scores). Compare flag, discipline, age group, level, recent seasons and birth date with the entry. You MUST decide; if in doubt, pick the most likely option and set confidence 'low'. Put anything that should be corrected or checked later (a possible duplicate card, a wrong birth date) into `followups` — you do not apply them.

Dossier

{
  "entry": {
    "printed": "Aurelie FAULA / Theo BELLE",
    "event": "Grand Prix de France, 2026-10-23",
    "category": "Pairs",
    "discipline": "pairs",
    "age_group": "senior",
    "step": null,
    "flag": "FRA",
    "isu_number_printed": null
  },
  "isu_biography": [],
  "isu_profiles": [
    {
      "slug": "aurelie-faula",
      "name": "Aurelie FAULA",
      "birth_date": "2000-04-05",
      "place_of_birth": "Mulhouse",
      "country": "FRA",
      "club": "Français Volants Paris Bercy",
      "gender": "F"
    },
    {
      "slug": "theo-belle",
      "name": "Theo BELLE",
      "birth_date": "2002-01-20",
      "place_of_birth": "Caen",
      "country": "FRA",
      "club": "Français Volants Paris Bercy",
      "gender": "M"
    }
  ],
  "loader_guess": [
    8855159,
    8856544
  ],
  "people": [
    {
      "printed": "Aurelie FAULA",
      "candidates": [
        {
          "card": 8855159,
          "name": "Aurelie FAULA",
          "latin": "Aurelie FAULA",
          "gender": "women",
          "birth_date": "2000-04-05",
          "results_total": 40,
          "last_starts": [
            {
              "date": "2026-09-23",
              "event": "Nebelhorn Trophy",
              "level": "challenger",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "FRA",
              "place": 10,
              "total": "53.86",
              "partner": "Theo BELLE"
            },
            {
              "date": "2026-08-27",
              "event": "Master's de Patinage",
              "level": "national_other",
              "category": "National Senior Couple",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": "PFV/PFV",
              "flag": "FRA",
              "place": 2,
              "total": "163.20",
              "partner": "Theo BELLE"
            },
            {
              "date": "2026-01-13",
              "event": "European Championships",
              "level": "continental",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "FRA",
              "place": 14,
              "total": "152.85",
              "partner": "Theo BELLE"
            },
            {
              "date": "2025-12-18",
              "event": "French Championships",
              "level": "national_champs",
              "category": "Championnat de France Elites Couple",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": "PFV/PFV",
              "flag": "FRA",
              "place": 2,
              "total": "171.64",
              "partner": "Theo BELLE"
            },
            {
              "date": "2025-12-03",
              "event": "CS Golden Spin",
              "level": "challenger",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "FRA",
              "place": null,
              "total": null,
              "partner": "Theo BELLE"
            }
          ]
        },
        {
          "card": 8962344,
          "name": "Aurélie FAULA",
          "latin": "Aurélie FAULA",
          "gender": "women",
          "birth_date": null,
          "results_total": 8,
          "last_starts": [
            {
              "date": "2015-03-28",
              "event": "Championnats de France Novices",
              "level": "national_other",
              "category": "Novice Dames",
              "discipline": "singles",
              "age_group": "novice",
              "step": null,
              "club": "COLMA",
              "flag": "FRA",
              "place": 18,
              "total": "72.86",
              "partner": null
            },
            {
              "date": "2015-01-16",
              "event": "Tournoi de France",
              "level": "national_other",
              "category": "N1 - Novices Dames Série 1",
              "discipline": "singles",
              "age_group": "novice",
              "step": null,
              "club": "COLMA",
              "flag": "FRA",
              "place": 7,
              "total": "75.52",
              "partner": null
            },
            {
              "date": "2014-12-12",
              "event": "Tournoi de France",
              "level": "national_other",
              "category": "N1 - Novices Dames",
              "discipline": "singles",
              "age_group": "novice",
              "step": null,
              "club": "COLMA",
              "flag": "FRA",
              "place": 11,
              "total": "68.18",
              "partner": null
            },
            {
              "date": "2014-01-25",
              "event": "Trophée Bartholdi",
              "level": "national_other",
              "category": "D2 - Novices Dames",
              "discipline": "singles",
              "age_group": "novice",
              "step": null,
              "club": "MULHO",
              "flag": "FRA",
              "place": 7,
              "total": "37.64",
              "partner": null
            },
            {
              "date": "2014-01-11",
              "event": "Tournoi de France",
              "level": "national_other",
              "category": "Novices D2 Dames",
              "discipline": "singles",
              "age_group": "novice",
              "step": null,
              "club": "MULHO",
              "flag": "FRA",
              "place": 7,
              "total": "39.97",
              "partner": null
            }
          ]
        }
      ]
    },
    {
      "printed": "Theo BELLE",
      "candidates": [
        {
          "card": 8856544,
          "name": "Theo BELLE",
          "latin": "Theo BELLE",
          "gender": "men",
          "birth_date": "2002-01-20",
          "results_total": 76,
          "last_starts": [
            {
              "date": "2026-09-23",
              "event": "Nebelhorn Trophy",
              "level": "challenger",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "FRA",
              "place": 10,
              "total": "53.86",
              "partner": "Aurelie FAULA"
            },
            {
              "date": "2026-08-27",
              "event": "Master's de Patinage",
              "level": "national_other",
              "category": "National Senior Couple",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": "PFV/PFV",
              "flag": "FRA",
              "place": 2,
              "total": "163.20",
              "partner": "Aurelie FAULA"
            },
            {
              "date": "2026-01-13",
              "event": "European Championships",
              "level": "continental",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "FRA",
              "place": 14,
              "total": "152.85",
              "partner": "Aurelie FAULA"
            },
            {
              "date": "2025-12-18",
              "event": "French Championships",
              "level": "national_champs",
              "category": "Championnat de France Elites Couple",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": "PFV/PFV",
              "flag": "FRA",
              "place": 2,
              "total": "171.64",
              "partner": "Aurelie FAULA"
            },
            {
              "date": "2025-12-03",
              "event": "CS Golden Spin",
              "level": "challenger",
              "category": "Pairs",
              "discipline": "pairs",
              "age_group": "senior",
              "step": null,
              "club": null,
              "flag": "FRA",
              "place": null,
              "total": null,
              "partner": "Aurelie FAULA"
            }
          ]
        }
      ]
    }
  ]
}

System

You help maintain a figure skating results database. Decide strictly from the dossier. Choose only among the options given. If the evidence is insufficient, answer 'unsure'. Reply with a single JSON object: {"cards": [<card id or null, one per person in the order of `people`>], "confidence": "high"|"medium"|"low", "why": "...", "followups": [{"card": <id>, "issue": "...", "suggestion": "..."}]} Output only the JSON object: no text before or after it, no Markdown, no code fences. Put all your reasoning into the "why" field.

Usage

{
  "cost": 0.01106,
  "is_byok": false,
  "cost_details": {
    "upstream_inference_cost": 0.01106,
    "upstream_inference_prompt_cost": 0.00649,
    "upstream_inference_completions_cost": 0.00457
  },
  "total_tokens": 3702,
  "prompt_tokens": 3245,
  "completion_tokens": 457,
  "prompt_tokens_details": {
    "audio_tokens": 0,
    "video_tokens": 0,
    "cached_tokens": 0,
    "cache_write_tokens": 0
  },
  "completion_tokens_details": {
    "audio_tokens": 0,
    "image_tokens": 0,
    "reasoning_tokens": 0
  }
}