{
  "model": "GLM-5.3 Flash",
  "checked_at": "2026-10-18",
  "price_type": "estimated_webapp_customer_price",
  "unit": "one agentic legal-research task",
  "basis": "The ten measured Arbeitsrecht agent cases from the existing leaderboard, repriced at the active production webapp billing rates checked on 2026-10-18. This is a no-cache estimate, not a fixed per-query tariff or an invoice measurement.",
  "rates_eur_per_1000_tokens": {
    "input": 0.0017,
    "cached_input": 0.00043,
    "output_including_reasoning": 0.0051
  },
  "rate_source": "Active production backend billing configuration; no credentials or user billing records used.",
  "cached_input_tokens_assumed": 0,
  "task_count": 10,
  "tokens_in": 500932,
  "tokens_out": 95580,
  "total_customer_price_eur": 1.3390424,
  "mean_customer_price_eur_per_research": 0.13390424,
  "min_customer_price_eur": 0.0775421,
  "max_customer_price_eur": 0.1846285,
  "tasks": [
    {
      "case": "BGH IX ZR 143/20 15.04.2021",
      "tokens_in": 28464,
      "tokens_out": 25410,
      "estimated_customer_price_eur": 0.1779798
    },
    {
      "case": "BAG, 22.07.2021, 2 AZR 193/21",
      "tokens_in": 51204,
      "tokens_out": 18090,
      "estimated_customer_price_eur": 0.1793058
    },
    {
      "case": "BAG, 19.05.2021, 5 AS 2/21",
      "tokens_in": 66350,
      "tokens_out": 14085,
      "estimated_customer_price_eur": 0.1846285
    },
    {
      "case": "BAG, 20.05.2021, 2 AZR 457/20",
      "tokens_in": 59577,
      "tokens_out": 5332,
      "estimated_customer_price_eur": 0.1284741
    },
    {
      "case": "BAG, 20.05.2021, 2 AZR 560/20",
      "tokens_in": 65881,
      "tokens_out": 11117,
      "estimated_customer_price_eur": 0.1686944
    },
    {
      "case": "BAG, 28.04.2021, 10 AZR 404/18",
      "tokens_in": 39773,
      "tokens_out": 6157,
      "estimated_customer_price_eur": 0.0990148
    },
    {
      "case": "BAG, 27.04.2021, 2 AZR 540/20",
      "tokens_in": 32620,
      "tokens_out": 4331,
      "estimated_customer_price_eur": 0.0775421
    },
    {
      "case": "BAG, 27.04.2021, 2 AZR 342/20",
      "tokens_in": 49883,
      "tokens_out": 2415,
      "estimated_customer_price_eur": 0.0971176
    },
    {
      "case": "BAG, 27.04.2021, 9 AZR 662/19",
      "tokens_in": 51458,
      "tokens_out": 4961,
      "estimated_customer_price_eur": 0.1127797
    },
    {
      "case": "BAG, 31.03.2021, 5 AZR 197/20",
      "tokens_in": 55722,
      "tokens_out": 3682,
      "estimated_customer_price_eur": 0.1135056
    }
  ],
  "source_csv": "evaluation_results_tensorx_glm5_3_flash_10.csv",
  "source_sha256": "197d7cad675207687a2a6134a0a1e677ea6051d314d2d0517a8dea8fc1b826bd",
  "limitations": "Actual charges vary with token usage and cache hits. Only the ten agent tasks enter this customer-price estimate; the 15 direct Benchathon tasks and judge calls do not represent webapp research requests. Microcent remainder accounting can move a cent between consecutive billed requests."
}