Grounding scenario · 2026-08-13

Locate the profile icon button in Mobile banking

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

Case IDprofile

390 × 844 · 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 profile icon button

Return only data matching the supplied JSON schema. Do not describe your reasoning.
SHA-256 · b5e9d4759fd3be00ed92f49fcb7c53cc7be4afb974d72d2e97b9aa6f0ae61d2e
Mobile banking UI with the the profile icon button target highlightedExpected
Ground truth: the profile icon 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
0.459
Latency
1.47 s
Cost
$0.00035
Raw response
{"point":{"x":900,"y":83},"box":{
  "x": 850,
  "y": 59,
  "width": 100,
  "height": 100
}}

Grok 4.5

xAI · x-ai/grok-4.5
Point hit
Format
Valid
Box IoU
0.528
Latency
1.41 s
Cost
$0.0019
Raw response
{"point": {"x": 907, "y": 96}, "box": {"x": 862, "y": 70, "width": 90, "height": 52}}

GPT-5.4

OpenAI · openai/gpt-5.4
Point hit
Format
Valid
Box IoU
0.971
Latency
2.26 s
Cost
$0.0034
Raw response
{"point":{"x":902,"y":83},"box":{"x":851,"y":59,"width":102,"height":47}}

Gemini 3.6 Flash

Google AI Studio · google/gemini-3.6-flash
Point hit
Format
Valid
Box IoU
0.939
Latency
1.54 s
Cost
$0.0022
Raw response
{"point": {"x": 902, "y": 83}, "box": {"x": 851, "y": 60, "width": 102, "height": 45}}

GPT-5.6 Sol

OpenAI · openai/gpt-5.6-sol
Point hit
Format
Valid
Box IoU
0.963
Latency
3.23 s
Cost
$0.0064
Raw response
{"point":{"x":903,"y":83},"box":{"x":851,"y":59,"width":103,"height":49}}

GPT-5.6 Luna

OpenAI · openai/gpt-5.6-luna
Point hit
Format
Valid
Box IoU
0.952
Latency
11.86 s
Cost
$0.00014
Raw response
{"point":{"x":901,"y":83},"box":{"x":851,"y":59,"width":100,"height":47}}

Claude Sonnet 5

Anthropic · anthropic/claude-sonnet-5
Point miss
Format
Valid
Box IoU
0.000
Latency
3.67 s
Cost
$0.0028
Raw response
{"point":{"x":352,"y":69},"box":{"x":332,"y":49,"width":40,"height":40}}

Claude Opus 5

Anthropic · anthropic/claude-opus-5
Point miss
Format
Valid
Box IoU
0.000
Latency
4.01 s
Cost
$0.0071
Raw response
{"point":{"x":903,"y":179},"box":{"x":857,"y":135,"width":92,"height":89}}

Gemini 3.1 Pro Preview

Google AI Studio · google/gemini-3.1-pro-preview
Point miss
Format
Invalid
Box IoU
0.000
Latency
9.11 s
Cost
$0.0030
Raw response
{"point": {"x": 902, "y": 83}, "box": {"x": 902, "y": 83, "width": 102, "height": 46}}

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

EN