Coldwater Labs Tunnel Hazard Detection

Input Frame

Source image

id=4
Analyzed source image
Evidence basis

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

Source

upload

Analysis Report

/results/4

Roof cargo detected

Sedan with roof cargo.

REVIEW
Sedan View good Inference success 1 flagged condition
Risk score 39
Status success
View quality good
Key observations
Roof cargo

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

Vehicle type
Sedan
Scene visibility
good
Flagged conditions
1
Inference status
success

Hazard Matrix

Structured observations

confidence 0.00–1.00
cargo above rear profile not detected
0.94
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
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  "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": [
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      "id": "msg_0a32010356f4a2360069e8030fd7d0819481b36d2f530288c2",
      "content": [
        {
          "annotations": [],
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          "type": "output_text",
          "logprobs": []
        }
      ],
      "role": "assistant",
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  "parallel_tool_calls": true,
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  "safety_identifier": null,
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  "text": {
    "format": {
      "name": "carwash_hazard_observation",
      "schema_": {
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            },
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          },
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        },
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      "strict": true
    },
    "verbosity": "medium"
  },
  "top_logprobs": 0,
  "truncation": "disabled",
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