Coldwater Labs Tunnel Hazard Detection

Input Frame

Source image

id=3
Analyzed source image
Evidence basis

Model assessment is based on visible image evidence from this frame only.

Source

gallery

Analysis Report

/results/3

Open tailgate detected

Pickup truck with the tailgate visibly open; no visible cargo above the rear profile, rear protrusion, roof cargo, or loose cover.

REVIEW
Pickup truck View good Inference success 1 flagged condition
Risk score 35
Status success
View quality good
Key observations
Open tailgate

The model identified the highlighted conditions as the primary contributors to this assessment.

Vehicle type
Pickup truck
Scene visibility
good
Flagged conditions
1
Inference status
success

Hazard Matrix

Structured observations

confidence 0.00–1.00
cargo above rear profile not detected
0.97
rear protrusion not detected
0.94
roof cargo not detected
0.96
open tailgate present
0.99
loose cover not detected
0.98

Debug

Raw model payload

application/json
{
  "id": "resp_08f9e754a9ff2c680069e8029be6f481988ac9e30c47e899ce",
  "created_at": 1776812700.0,
  "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_08f9e754a9ff2c680069e8029ec9308198ba3762ab7998774a",
      "content": [
        {
          "annotations": [],
          "text": "{\"view_quality\":\"good\",\"vehicle_type\":\"pickup\",\"hazards\":{\"cargo_above_rear_profile\":{\"present\":false,\"confidence\":0.97},\"rear_protrusion\":{\"present\":false,\"confidence\":0.94},\"roof_cargo\":{\"present\":false,\"confidence\":0.96},\"open_tailgate\":{\"present\":true,\"confidence\":0.99},\"loose_cover\":{\"present\":false,\"confidence\":0.98}},\"summary\":\"Pickup truck with the tailgate visibly open; no visible cargo above the rear profile, rear protrusion, roof cargo, or loose cover.\"}",
          "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": {
            "type": "object",
            "properties": {
              "cargo_above_rear_profile": {
                "type": "object",
                "properties": {
                  "present": {
                    "type": "boolean"
                  },
                  "confidence": {
                    "type": "number",
                    "minimum": 0,
                    "maximum": 1
                  }
                },
                "required": [
                  "present",
                  "confidence"
                ],
                "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": 1776812703,
  "frequency_penalty": 0.0,
  "moderation": null,
  "presence_penalty": 0.0,
  "prompt_cache_retention": "in_memory",
  "store": true
}