Coldwater Labs Tunnel Hazard Detection

Input Frame

Source image

id=11
car wash 4.png
Filename

car wash 4.png

Source

gallery

Analysis Report

/results/11

car wash 4.png

Scored output with deterministic labeling and normalized inference summary.

STOP
Risk score 100
Status success
View quality good
Vehicle type
suv
Inference status
success
Source type
gallery
Result label
STOP
Model summary

SUV with cargo above the rear profile, rear protrusion, and roof cargo.

Hazard Matrix

Structured observations

confidence 0.00–1.00
cargo above rear profile present
0.99
rear protrusion present
0.95
roof cargo present
0.99
open tailgate not detected
0.00
loose cover not detected
0.89

Debug

Raw model payload

application/json
{
  "id": "resp_057e383dc0bb0f120069e8066114e48199817b8b9cb8128c3b",
  "created_at": 1776813665.0,
  "error": null,
  "incomplete_details": null,
  "instructions": "You are analyzing a still image from a fixed tunnel car wash camera mounted above and behind a vehicle. Only use visible evidence. Do not guess when visibility is poor. Return JSON only. Do not classify as CLEAR, REVIEW, or STOP.",
  "metadata": {},
  "model": "gpt-5.4-mini-2026-03-17",
  "object": "response",
  "output": [
    {
      "id": "msg_057e383dc0bb0f120069e806638e288199af57dacbca13e806",
      "content": [
        {
          "annotations": [],
          "text": "{\"view_quality\":\"good\",\"vehicle_type\":\"suv\",\"hazards\":{\"cargo_above_rear_profile\":{\"present\":true,\"confidence\":0.99},\"rear_protrusion\":{\"present\":true,\"confidence\":0.95},\"roof_cargo\":{\"present\":true,\"confidence\":0.99},\"open_tailgate\":{\"present\":false,\"confidence\":0.98},\"loose_cover\":{\"present\":false,\"confidence\":0.89}},\"summary\":\"SUV with a large roof cargo box extending above the roofline and rear profile. No open tailgate visible; no loose cover visible.\"}",
          "type": "output_text",
          "logprobs": []
        }
      ],
      "role": "assistant",
      "status": "completed",
      "type": "message",
      "phase": "final_answer"
    }
  ],
  "parallel_tool_calls": true,
  "temperature": 1.0,
  "tool_choice": "auto",
  "tools": [],
  "top_p": 0.98,
  "background": false,
  "conversation": null,
  "max_output_tokens": null,
  "max_tool_calls": null,
  "previous_response_id": null,
  "prompt": null,
  "prompt_cache_key": null,
  "reasoning": {
    "effort": "none",
    "generate_summary": null,
    "summary": null
  },
  "safety_identifier": null,
  "service_tier": "default",
  "status": "completed",
  "text": {
    "format": {
      "name": "carwash_hazard_observation",
      "schema_": {
        "type": "object",
        "properties": {
          "view_quality": {
            "type": "string",
            "enum": [
              "good",
              "poor"
            ]
          },
          "vehicle_type": {
            "type": "string",
            "enum": [
              "pickup",
              "suv",
              "sedan",
              "van",
              "other",
              "unknown"
            ]
          },
          "hazards": {
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            "properties": {
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                    "type": "boolean"
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                    "minimum": 0,
                    "maximum": 1
                  }
                },
                "required": [
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                ],
                "additionalProperties": false
              },
              "rear_protrusion": {
                "type": "object",
                "properties": {
                  "present": {
                    "type": "boolean"
                  },
                  "confidence": {
                    "type": "number",
                    "minimum": 0,
                    "maximum": 1
                  }
                },
                "required": [
                  "present",
                  "confidence"
                ],
                "additionalProperties": false
              },
              "roof_cargo": {
                "type": "object",
                "properties": {
                  "present": {
                    "type": "boolean"
                  },
                  "confidence": {
                    "type": "number",
                    "minimum": 0,
                    "maximum": 1
                  }
                },
                "required": [
                  "present",
                  "confidence"
                ],
                "additionalProperties": false
              },
              "open_tailgate": {
                "type": "object",
                "properties": {
                  "present": {
                    "type": "boolean"
                  },
                  "confidence": {
                    "type": "number",
                    "minimum": 0,
                    "maximum": 1
                  }
                },
                "required": [
                  "present",
                  "confidence"
                ],
                "additionalProperties": false
              },
              "loose_cover": {
                "type": "object",
                "properties": {
                  "present": {
                    "type": "boolean"
                  },
                  "confidence": {
                    "type": "number",
                    "minimum": 0,
                    "maximum": 1
                  }
                },
                "required": [
                  "present",
                  "confidence"
                ],
                "additionalProperties": false
              }
            },
            "required": [
              "cargo_above_rear_profile",
              "rear_protrusion",
              "roof_cargo",
              "open_tailgate",
              "loose_cover"
            ],
            "additionalProperties": false
          },
          "summary": {
            "type": "string",
            "minLength": 1
          }
        },
        "required": [
          "view_quality",
          "vehicle_type",
          "hazards",
          "summary"
        ],
        "additionalProperties": false
      },
      "type": "json_schema",
      "description": null,
      "strict": true
    },
    "verbosity": "medium"
  },
  "top_logprobs": 0,
  "truncation": "disabled",
  "usage": {
    "input_tokens": 3030,
    "input_tokens_details": {
      "cached_tokens": 0
    },
    "output_tokens": 132,
    "output_tokens_details": {
      "reasoning_tokens": 0
    },
    "total_tokens": 3162
  },
  "user": null,
  "billing": {
    "payer": "developer"
  },
  "completed_at": 1776813668,
  "frequency_penalty": 0.0,
  "moderation": null,
  "presence_penalty": 0.0,
  "prompt_cache_retention": "in_memory",
  "store": true
}