Coldwater Labs Tunnel Hazard Detection

Input Frame

Source image

id=4
IMG_3012.png
Filename

IMG_3012.png

Source

upload

Analysis Report

/results/4

IMG_3012.png

Scored output with deterministic labeling and normalized inference summary.

REVIEW
Risk score 39
Status success
View quality good
Vehicle type
sedan
Inference status
success
Source type
upload
Result label
REVIEW
Model summary

Sedan with roof cargo.

Hazard Matrix

Structured observations

confidence 0.00–1.00
cargo above rear profile not detected
0.94
rear protrusion not detected
0.93
roof cargo present
0.98
open tailgate not detected
0.00
loose cover not detected
0.95

Debug

Raw model payload

application/json
{
  "id": "resp_0a32010356f4a2360069e8030e9f108194a316b12beda9b9ed",
  "created_at": 1776812814.0,
  "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_0a32010356f4a2360069e8030fd7d0819481b36d2f530288c2",
      "content": [
        {
          "annotations": [],
          "text": "{\"view_quality\":\"good\",\"vehicle_type\":\"sedan\",\"hazards\":{\"cargo_above_rear_profile\":{\"present\":false,\"confidence\":0.94},\"rear_protrusion\":{\"present\":false,\"confidence\":0.93},\"roof_cargo\":{\"present\":true,\"confidence\":0.98},\"open_tailgate\":{\"present\":false,\"confidence\":0.99},\"loose_cover\":{\"present\":false,\"confidence\":0.95}},\"summary\":\"White sedan in good view quality. Roof cargo is visibly mounted on the roof rack; no visible rear protrusion, cargo above the rear profile, loose cover, or open tailgate.\"}",
          "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": 1609,
    "input_tokens_details": {
      "cached_tokens": 0
    },
    "output_tokens": 142,
    "output_tokens_details": {
      "reasoning_tokens": 0
    },
    "total_tokens": 1751
  },
  "user": null,
  "billing": {
    "payer": "developer"
  },
  "completed_at": 1776812816,
  "frequency_penalty": 0.0,
  "moderation": null,
  "presence_penalty": 0.0,
  "prompt_cache_retention": "in_memory",
  "store": true
}