Grounding scenario · 2026-08-13

Locate the Automatic mode toggle in IoT control center

Every model received the same screenshot, prompt, and structured response contract.

Case IDauto mode

1440 × 900 · normalized 0–1000 coordinates

Exact input

Prompt

You are evaluating a user interface screenshot for test automation.

Locate the single UI element described below. Return the best click point and the tight visible bounding box of the complete interactive target. Coordinates use a normalized 0 to 1000 grid, where (0, 0) is the top-left image corner and (1000, 1000) is the bottom-right image corner.

Target: the Automatic mode toggle

Return only data matching the supplied JSON schema. Do not describe your reasoning.
SHA-256 · e0541f383d8a9340c5b517c3c28825c477215369ee24ee0230b57ff93b38d029
IoT control center UI with the the Automatic mode toggle target highlightedExpected
Ground truth: the Automatic mode toggle

Model evidence

9 responses

Blue marks the browser-derived target. Orange marks the model’s returned box and point. Format validity checks only the response contract; it does not mean the requested element was found.

Holo3 122B A10B

H Company · holo3-122b-a10b
Point hit
Format
Valid
Box IoU
0.216
Latency
2.51 s
Cost
$0.00072
Raw response
{"point": {"x": 210, "y": 430}, "box": {"x": 188, "y": 391, "width": 330, "height": 47}}

Grok 4.5

xAI · x-ai/grok-4.5
Point hit
Format
Valid
Box IoU
0.392
Latency
1.61 s
Cost
$0.0038
Raw response
{"point": {"x": 265, "y": 425}, "box": {"x": 230, "y": 405, "width": 175, "height": 40}}

GPT-5.4

OpenAI · openai/gpt-5.4
Point hit
Format
Valid
Box IoU
0.000
Latency
3.07 s
Cost
$0.0065
Raw response
{"point":{"x":303,"y":428},"box":{"x":291,"y":378,"width":164,"height":28}}

Gemini 3.6 Flash

Google AI Studio · google/gemini-3.6-flash
Point miss
Format
Invalid
Box IoU
0.000
Latency
3.79 s
Cost
$0.0047
Raw response
{"point":{"x":266,"

SyntaxError

GPT-5.6 Sol

OpenAI · openai/gpt-5.6-sol
Point hit
Format
Valid
Box IoU
0.040
Latency
3.77 s
Cost
$0.0181
Raw response
{"point":{"x":209.4,"y":430.6},"box":{"x":203.5,"y":421.1,"width":11.8,"height":18.9}}

GPT-5.6 Luna

OpenAI · openai/gpt-5.6-luna
Point hit
Format
Valid
Box IoU
0.041
Latency
3.77 s
Cost
$0.00033
Raw response
{"point":{"x":209,"y":431},"box":{"x":203,"y":421,"width":12,"height":19}}

Claude Sonnet 5

Anthropic · anthropic/claude-sonnet-5
Point miss
Format
Valid
Box IoU
0.000
Latency
3.58 s
Cost
$0.0054
Raw response
{"point":{"x":301,"y":388},"box":{"x":293,"y":380,"width":16,"height":16}}

Claude Opus 5

Anthropic · anthropic/claude-opus-5
Point hit
Format
Valid
Box IoU
0.598
Latency
3.87 s
Cost
$0.0135
Raw response
{"point":{"x":209,"y":430},"box":{"x":202,"y":417,"width":126,"height":27}}

Gemini 3.1 Pro Preview

Google AI Studio · google/gemini-3.1-pro-preview
Point hit
Format
Valid
Box IoU
0.424
Latency
3.71 s
Cost
$0.0031
Raw response
{"point": {"x": 265, "y": 427}, "box": {"x": 201, "y": 418, "width": 128, "height": 19}}
EN