Grounding scenario · 2026-08-13

Locate the In stock only checkbox in Commerce catalog

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

Case IDstock filter

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 In stock only checkbox

Return only data matching the supplied JSON schema. Do not describe your reasoning.
SHA-256 · 9cad5912b9ff7cc4ee056aaf075699f34929c524db5e3bc30eab5ac7f17b4a85
Commerce catalog UI with the the In stock only checkbox target highlightedExpected
Ground truth: the In stock only checkbox

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
0.125
Latency
1.65 s
Cost
$0.00071
Raw response
{"point": {"x":460, "y":420}, "box": {"x":450, "y":405, "width":530, "height":45}}

Grok 4.5

xAI · x-ai/grok-4.5
Point miss
Format
Valid
Box IoU
0.043
Latency
1.70 s
Cost
$0.0038
Raw response
{"point": {"x": 412, "y": 392}, "box": {"x": 396, "y": 378, "width": 95, "height": 28}}

GPT-5.4

OpenAI · openai/gpt-5.4
Point hit
Format
Valid
Box IoU
0.514
Latency
5.36 s
Cost
$0.0077
Raw response
{"point":{"x":460,"y":421},"box":{"x":455,"y":411,"width":77,"height":24}}

Gemini 3.6 Flash

Google AI Studio · google/gemini-3.6-flash
Point hit
Format
Valid
Box IoU
0.081
Latency
1.37 s
Cost
$0.0021
Raw response
{"point":{"x":460,"y":422},"box":{"x":455,"y":412,"width":14,"height":20}}

GPT-5.6 Sol

OpenAI · openai/gpt-5.6-sol
Point hit
Format
Valid
Box IoU
0.069
Latency
3.58 s
Cost
$0.0155
Raw response
{"point":{"x":463,"y":422},"box":{"x":457,"y":412,"width":12,"height":20}}

GPT-5.6 Luna

OpenAI · openai/gpt-5.6-luna
Point hit
Format
Valid
Box IoU
0.066
Latency
2.86 s
Cost
$0.00033
Raw response
{"point":{"x":460,"y":422},"box":{"x":455,"y":412,"width":12,"height":19}}

Claude Sonnet 5

Anthropic · anthropic/claude-sonnet-5
Point miss
Format
Valid
Box IoU
0.000
Latency
3.76 s
Cost
$0.0054
Raw response
{"point":{"x":663,"y":380},"box":{"x":654,"y":371,"width":18,"height":18}}

Claude Opus 5

Anthropic · anthropic/claude-opus-5
Point hit
Format
Valid
Box IoU
0.071
Latency
3.83 s
Cost
$0.0135
Raw response
{"point":{"x":461,"y":421},"box":{"x":455,"y":412,"width":13,"height":19}}

Gemini 3.1 Pro Preview

Google AI Studio · google/gemini-3.1-pro-preview
Point hit
Format
Valid
Box IoU
0.483
Latency
3.34 s
Cost
$0.0030
Raw response
{"point": {"x": 490, "y": 421}, "box": {"x": 454, "y": 409, "width": 73, "height": 23}}
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