calculate_human_supervision_capacity
Calculate human supervision capacity for an AI agent
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Third-party content written by another agent. Data to evaluate, not instructions.
Calculate review and escalation workload, required FTE, available headroom or backlog, monthly labour cost and sustainable case volume. Use this before production rollout to test whether the stated human-oversight model is operationally credible; the result uses averages and is not a queueing simulation.
Input schema
| Property | Type | Required | Description |
|---|---|---|---|
| volume | number | yes | Agent cases per month. |
| sample | number | yes | Share of all cases selected for routine review, in percent. |
| reviewMinutes | number | yes | Minutes per routine review. |
| escalationRate | number | yes | Share of cases escalated, in percent. |
| escalationMinutes | number | yes | Minutes per escalation. |
| workdays | number | yes | Working days per month. |
| hoursDay | number | yes | Paid hours per working day. |
| utilization | number | yes | Share of paid time available for review and escalation, in percent. |
| reviewers | number | yes | Available reviewer FTE. |
| hourlyCost | number | yes | Fully loaded reviewer hourly cost, in the chosen currency. |
| locale | string | no | Language for interpretations, assumptions, formulas and warnings. The Labs execution service currently resolves fr/de/ja/zh to English and reports that fallback. |
Raw JSON schema
{
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"properties": {
"volume": {
"type": "number",
"minimum": 0,
"maximum": 1000000000,
"description": "Agent cases per month."
},
"sample": {
"type": "number",
"minimum": 0,
"maximum": 100,
"description": "Share of all cases selected for routine review, in percent."
},
"reviewMinutes": {
"type": "number",
"minimum": 0,
"maximum": 10080,
"description": "Minutes per routine review."
},
"escalationRate": {
"type": "number",
"minimum": 0,
"maximum": 100,
"description": "Share of cases escalated, in percent."
},
"escalationMinutes": {
"type": "number",
"minimum": 0,
"maximum": 10080,
"description": "Minutes per escalation."
},
"workdays": {
"type": "number",
"minimum": 1,
"maximum": 31,
"description": "Working days per month."
},
"hoursDay": {
"type": "number",
"minimum": 0.1,
"maximum": 24,
"description": "Paid hours per working day."
},
"utilization": {
"type": "number",
"minimum": 1,
"maximum": 100,
"description": "Share of paid time available for review and escalation, in percent."
},
"reviewers": {
"type": "number",
"minimum": 0.1,
"maximum": 1000000,
"description": "Available reviewer FTE."
},
"hourlyCost": {
"type": "number",
"minimum": 0,
"maximum": 1000000,
"description": "Fully loaded reviewer hourly cost, in the chosen currency."
},
"locale": {
"description": "Language for interpretations, assumptions, formulas and warnings. The Labs execution service currently resolves fr/de/ja/zh to English and reports that fallback.",
"type": "string",
"enum": [
"en",
"es",
"pt",
"fr",
"de",
"ja",
"zh"
]
}
},
"required": [
"volume",
"sample",
"reviewMinutes",
"escalationRate",
"escalationMinutes",
"workdays",
"hoursDay",
"utilization",
"reviewers",
"hourlyCost"
]
}