Coldwater Labs Tunnel Hazard Detection

Input Frame

Source image

id=10
car wash 3.png
Filename

car wash 3.png

Source

gallery

Analysis Report

/results/10

car wash 3.png

Scored output with deterministic labeling and normalized inference summary.

CLEAR
Risk score 0
Status success
View quality good
Vehicle type
sedan
Inference status
success
Source type
gallery
Result label
CLEAR
Model summary

Blue sedan in clear view with no visible roof cargo, rear protrusion, or loose cover.

Hazard Matrix

Structured observations

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

Debug

Raw model payload

application/json
{
  "id": "resp_0b2d50c2cdc531e10069e80653856881988b6f7e177d6e2666",
  "created_at": 1776813651.0,
  "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_0b2d50c2cdc531e10069e806560cc4819895395cde97f42b0a",
      "content": [
        {
          "annotations": [],
          "text": "{\"view_quality\":\"good\",\"vehicle_type\":\"sedan\",\"hazards\":{\"cargo_above_rear_profile\":{\"present\":false,\"confidence\":0.98},\"rear_protrusion\":{\"present\":false,\"confidence\":0.97},\"roof_cargo\":{\"present\":false,\"confidence\":0.99},\"open_tailgate\":{\"present\":false,\"confidence\":0.99},\"loose_cover\":{\"present\":false,\"confidence\":0.96}},\"summary\":\"Blue sedan in clear view with no visible roof cargo, rear protrusion, 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,
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  "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": {
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            "type": "string",
            "enum": [
              "good",
              "poor"
            ]
          },
          "vehicle_type": {
            "type": "string",
            "enum": [
              "pickup",
              "suv",
              "sedan",
              "van",
              "other",
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          },
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                    "maximum": 1
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                },
                "required": [
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                "additionalProperties": false
              },
              "rear_protrusion": {
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                    "maximum": 1
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                },
                "required": [
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                "additionalProperties": false
              },
              "roof_cargo": {
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                "properties": {
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                  "confidence": {
                    "type": "number",
                    "minimum": 0,
                    "maximum": 1
                  }
                },
                "required": [
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                ],
                "additionalProperties": false
              },
              "open_tailgate": {
                "type": "object",
                "properties": {
                  "present": {
                    "type": "boolean"
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                  "confidence": {
                    "type": "number",
                    "minimum": 0,
                    "maximum": 1
                  }
                },
                "required": [
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                "additionalProperties": false
              },
              "loose_cover": {
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                  "present": {
                    "type": "boolean"
                  },
                  "confidence": {
                    "type": "number",
                    "minimum": 0,
                    "maximum": 1
                  }
                },
                "required": [
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                ],
                "additionalProperties": false
              }
            },
            "required": [
              "cargo_above_rear_profile",
              "rear_protrusion",
              "roof_cargo",
              "open_tailgate",
              "loose_cover"
            ],
            "additionalProperties": false
          },
          "summary": {
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            "minLength": 1
          }
        },
        "required": [
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          "vehicle_type",
          "hazards",
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        ],
        "additionalProperties": false
      },
      "type": "json_schema",
      "description": null,
      "strict": true
    },
    "verbosity": "medium"
  },
  "top_logprobs": 0,
  "truncation": "disabled",
  "usage": {
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    "input_tokens_details": {
      "cached_tokens": 0
    },
    "output_tokens": 124,
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    "total_tokens": 3154
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  "user": null,
  "billing": {
    "payer": "developer"
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  "completed_at": 1776813654,
  "frequency_penalty": 0.0,
  "moderation": null,
  "presence_penalty": 0.0,
  "prompt_cache_retention": "in_memory",
  "store": true
}