Grounding scenario · 2026-08-13

Locate the Restart device button in IoT control center

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

Case IDrestart device

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 Restart device button

Return only data matching the supplied JSON schema. Do not describe your reasoning.
SHA-256 · 3906d7425eb181ea54a02a25f79a637944678984e1577951b0317e92aac51470
IoT control center UI with the the Restart device button target highlightedExpected
Ground truth: the Restart device button

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
0.839
Latency
1.65 s
Cost
$0.00071
Raw response
{"point": {"x": 917, "y": 167}, "box": {"x": 864, "y": 144, "width": 97, "height": 46}}

Grok 4.5

xAI · x-ai/grok-4.5
Point hit
Format
Valid
Box IoU
0.246
Latency
1.66 s
Cost
$0.0038
Raw response
{"point": {"x": 896, "y": 146}, "box": {"x": 847, "y": 128, "width": 98, "height": 37}}

GPT-5.4

OpenAI · openai/gpt-5.4
Point hit
Format
Valid
Box IoU
0.963
Latency
2.33 s
Cost
$0.0061
Raw response
{"point":{"x":917,"y":168},"box":{"x":863,"y":143,"width":108,"height":50}}

Gemini 3.6 Flash

Google AI Studio · google/gemini-3.6-flash
Point hit
Format
Valid
Box IoU
0.976
Latency
1.33 s
Cost
$0.0021
Raw response
{"point":{"x":918,"y":168},"box":{"x":863,"y":144,"width":109,"height":48}}

GPT-5.6 Sol

OpenAI · openai/gpt-5.6-sol
Point miss
Format
Valid
Box IoU
0.288
Latency
2.08 s
Cost
$0.0126
Raw response
{"point":{"x":860,"y":168},"box":{"x":809,"y":143,"width":102,"height":50}}

GPT-5.6 Luna

OpenAI · openai/gpt-5.6-luna
Point hit
Format
Valid
Box IoU
0.972
Latency
2.70 s
Cost
$0.00031
Raw response
{"point":{"x":918,"y":168},"box":{"x":863,"y":143,"width":109,"height":50}}

Claude Sonnet 5

Anthropic · anthropic/claude-sonnet-5
Point miss
Format
Invalid
Box IoU
0.000
Latency
4.20 s
Cost
$0.0054
Raw response
{"point":{"x":1321,"y":151},"box":{"x":1243,"y":132,"width":157,"height":38}}

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

Claude Opus 5

Anthropic · anthropic/claude-opus-5
Point hit
Format
Valid
Box IoU
0.938
Latency
4.11 s
Cost
$0.0135
Raw response
{"point":{"x":918,"y":167},"box":{"x":863,"y":143,"width":110,"height":47}}

Gemini 3.1 Pro Preview

Google AI Studio · google/gemini-3.1-pro-preview
Point miss
Format
Invalid
Box IoU
0.000
Latency
22.85 s
Cost
$0.0030
Raw response
{"point": {"x": 917, "y": 168}, "box": {"x": 917, "y": 168, "width": 109, "height": 49}}

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

EN