Grounding scenario · 2026-08-13

Locate the search input in Analytics dashboard

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

Case IDsearch field

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 search input

Return only data matching the supplied JSON schema. Do not describe your reasoning.
SHA-256 · e321be6b37fc68c15e0e8427592361083771f40065510721eb9225fbac91f3f3
Analytics dashboard UI with the the search input target highlightedExpected
Ground truth: the search input

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
0.446
Latency
1.66 s
Cost
$0.00071
Raw response
{"point": {"x": 314, "y": 430}, "box": {"x": 200, "y": 409, "width": 430, "height": 52}}

Grok 4.5

xAI · x-ai/grok-4.5
Point hit
Format
Valid
Box IoU
0.440
Latency
1.78 s
Cost
$0.0038
Raw response
{"point": {"x": 325, "y": 445}, "box": {"x": 232, "y": 422, "width": 186, "height": 46}}

GPT-5.4

OpenAI · openai/gpt-5.4
Point hit
Format
Valid
Box IoU
0.956
Latency
3.05 s
Cost
$0.0070
Raw response
{"point":{"x":314,"y":430},"box":{"x":201,"y":410,"width":229,"height":43}}

Gemini 3.6 Flash

Google AI Studio · google/gemini-3.6-flash
Point hit
Format
Valid
Box IoU
0.956
Latency
1.67 s
Cost
$0.0022
Raw response
{"point": {"x": 315, "y": 431}, "box": {"x": 201, "y": 410, "width": 229, "height": 43}}

GPT-5.6 Sol

OpenAI · openai/gpt-5.6-sol
Point hit
Format
Valid
Box IoU
0.821
Latency
2.02 s
Cost
$0.0126
Raw response
{"point":{"x":295,"y":431},"box":{"x":188,"y":409,"width":215,"height":44}}

GPT-5.6 Luna

OpenAI · openai/gpt-5.6-luna
Point hit
Format
Valid
Box IoU
0.978
Latency
3.86 s
Cost
$0.00030
Raw response
{"point":{"x":315,"y":431},"box":{"x":201,"y":409,"width":229,"height":44}}

Claude Sonnet 5

Anthropic · anthropic/claude-sonnet-5
Point miss
Format
Valid
Box IoU
0.000
Latency
3.64 s
Cost
$0.0054
Raw response
{"point":{"x":453,"y":388},"box":{"x":289,"y":372,"width":329,"height":33}}

Claude Opus 5

Anthropic · anthropic/claude-opus-5
Point hit
Format
Valid
Box IoU
0.000
Latency
4.29 s
Cost
$0.0135
Raw response
{"point":{"x":315,"y":431},"box":{"x":201,"y":465,"width":229,"height":42}}

Gemini 3.1 Pro Preview

Google AI Studio · google/gemini-3.1-pro-preview
Point hit
Format
Valid
Box IoU
0.966
Latency
3.78 s
Cost
$0.0031
Raw response
{"point": {"x": 315, "y": 430}, "box": {"x": 201, "y": 409, "width": 229, "height": 43}
}
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