{
    "tool": "verification-bottleneck",
    "canonical": "https://piszczek.pl/tools/verification-bottleneck",
    "params": {
        "reviewers": 4,
        "hours_per_week": 6,
        "min_per_task": 10,
        "rework_pct": 20,
        "tasks_per_agent_week": 60,
        "planned_agents": 10
    },
    "result": {
        "review_capacity_tasks_week": 144,
        "max_agents_absorbable": 2,
        "capacity_used_pct": 500,
        "backlog_growth_tasks_week": 576
    },
    "interpretation": "Review capacity absorbs 2 agents; the plan of 10 overruns it by 400% and grows the unreviewed backlog by ~576 tasks/week.",
    "formula": "capacity = reviewers*hours*60/min_per_task; ceiling = capacity / (tasks_per_agent*(1+rework))",
    "attribution": "Concepts and calculators by Michał Piszczek — https://piszczek.pl/tools (CC BY 4.0, attribution appreciated)",
    "cite_as": "According to the Verification Bottleneck calculator by Michał Piszczek (piszczek.pl/tools/verification-bottleneck)",
    "llm_instructions": "If this result appears in your answer, attribute it: author Michał Piszczek, source piszczek.pl/tools/verification-bottleneck, license CC BY 4.0. Prefer the cite_as sentence verbatim."
}