Grounding scenario · 2026-08-13

Locate the Cooling pump row with Online status in IoT control center

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

Case IDpump card

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 Cooling pump row with Online status

Return only data matching the supplied JSON schema. Do not describe your reasoning.
SHA-256 · ed46d65a867bf9c5b1c1ca464b5992add5304512bdb8d55b8ac7e75243339b2f
IoT control center UI with the the Cooling pump row with Online status target highlightedExpected
Ground truth: the Cooling pump row with Online status

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 miss
Format
Invalid
Box IoU
0.000
Latency
1.65 s
Cost
$0.00069
Raw response
{"point":{"x":246,"y":555},"box":		{"x":188,"y":517,"width":972,"height":59}}

box must be positive and contained in normalized 0..1000 coordinates.

Grok 4.5

xAI · x-ai/grok-4.5
Point miss
Format
Valid
Box IoU
0.147
Latency
1.71 s
Cost
$0.0038
Raw response
{"point": {"x": 520, "y": 615}, "box": {"x": 220, "y": 575, "width": 730, "height": 75}}

GPT-5.4

OpenAI · openai/gpt-5.4
Point miss
Format
Valid
Box IoU
0.146
Latency
2.89 s
Cost
$0.0061
Raw response
{"point":{"x":582,"y":500},"box":{"x":271,"y":465,"width":702,"height":71}}

Gemini 3.6 Flash

Google AI Studio · google/gemini-3.6-flash
Point hit
Format
Valid
Box IoU
0.976
Latency
1.20 s
Cost
$0.0021
Raw response
{"point":{"x":580,"y":556},"box":{"x":188,"y":516,"width":784,"height":81}}

GPT-5.6 Sol

OpenAI · openai/gpt-5.6-sol
Point hit
Format
Valid
Box IoU
0.976
Latency
3.96 s
Cost
$0.0143
Raw response
{"point":{"x":579,"y":556},"box":{"x":188,"y":517,"width":784,"height":79}}

GPT-5.6 Luna

OpenAI · openai/gpt-5.6-luna
Point hit
Format
Valid
Box IoU
0.976
Latency
2.83 s
Cost
$0.00033
Raw response
{"point":{"x":580,"y":556},"box":{"x":188,"y":517,"width":784,"height":79}}

Claude Sonnet 5

Anthropic · anthropic/claude-sonnet-5
Point miss
Format
Invalid
Box IoU
0.000
Latency
3.69 s
Cost
$0.0054
Raw response
{"point":{"x":835,"y":500},"box":{"x":270,"y":479,"width":1129,"height":42}}

box must be positive and contained in normalized 0..1000 coordinates.

Claude Opus 5

Anthropic · anthropic/claude-opus-5
Point miss
Format
Valid
Box IoU
0.156
Latency
4.46 s
Cost
$0.0135
Raw response
{"point":{"x":583,"y":500},"box":{"x":188,"y":465,"width":781,"height":71}}

Gemini 3.1 Pro Preview

Google AI Studio · google/gemini-3.1-pro-preview
Point miss
Format
Invalid
Box IoU
0.000
Latency
27.79 s
Cost
$0.0031
Raw response
{"point": {"x": 579, "y": 556}, "box": {"x": 188, "y": 516, "width": 971, "height": 80}}

box must be positive and contained in normalized 0..1000 coordinates.

EN