Coldwater Labs Tunnel Hazard Detection

Input Frame

Source image

id=3
car wash 5.png
Filename

car wash 5.png

Source

gallery

Analysis Report

/results/3

car wash 5.png

Scored output with deterministic labeling and normalized inference summary.

REVIEW
Risk score 35
Status success
View quality good
Vehicle type
pickup
Inference status
success
Source type
gallery
Result label
REVIEW
Model summary

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

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"
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  ],
  "parallel_tool_calls": true,
  "temperature": 1.0,
  "tool_choice": "auto",
  "tools": [],
  "top_p": 0.98,
  "background": false,
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  "reasoning": {
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    "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": {
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            "enum": [
              "pickup",
              "suv",
              "sedan",
              "van",
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          },
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                },
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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": {
                  "present": {
                    "type": "boolean"
                  },
                  "confidence": {
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                    "minimum": 0,
                    "maximum": 1
                  }
                },
                "required": [
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                "additionalProperties": false
              },
              "open_tailgate": {
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                "properties": {
                  "present": {
                    "type": "boolean"
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                  "confidence": {
                    "type": "number",
                    "minimum": 0,
                    "maximum": 1
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                },
                "required": [
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                "additionalProperties": false
              },
              "loose_cover": {
                "type": "object",
                "properties": {
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                    "type": "boolean"
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                  "confidence": {
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                    "minimum": 0,
                    "maximum": 1
                  }
                },
                "required": [
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                ],
                "additionalProperties": false
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            },
            "required": [
              "cargo_above_rear_profile",
              "rear_protrusion",
              "roof_cargo",
              "open_tailgate",
              "loose_cover"
            ],
            "additionalProperties": false
          },
          "summary": {
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            "minLength": 1
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        },
        "required": [
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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": 132,
    "output_tokens_details": {
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  "user": null,
  "billing": {
    "payer": "developer"
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  "completed_at": 1776812703,
  "frequency_penalty": 0.0,
  "moderation": null,
  "presence_penalty": 0.0,
  "prompt_cache_retention": "in_memory",
  "store": true
}