Grounding scenario · 2026-08-13

Locate the Hide balance toggle in Mobile banking

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

Case IDhide balance

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 Hide balance toggle

Return only data matching the supplied JSON schema. Do not describe your reasoning.
SHA-256 · 91ff40c84149bba5c4ff45b63255d2a45080903c5ba13343d7dbe4a26ab23179
Mobile banking UI with the the Hide balance toggle target highlightedExpected
Ground truth: the Hide balance toggle

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
0.181
Latency
1.38 s
Cost
$0.00031
Raw response
{"point": {"x":114,"y":339}, "box": {"x":89,"y":324,"width":164,"height":30}}

Grok 4.5

xAI · x-ai/grok-4.5
Point miss
Format
Valid
Box IoU
0.029
Latency
1.61 s
Cost
$0.0019
Raw response
{"point": {"x": 175, "y": 365}, "box": {"x": 68, "y": 345, "width": 280, "height": 40}}

GPT-5.4

OpenAI · openai/gpt-5.4
Point hit
Format
Valid
Box IoU
0.287
Latency
6.71 s
Cost
$0.0051
Raw response
{"point":{"x":118,"y":337},"box":{"x":100,"y":327,"width":285,"height":19}}

Gemini 3.6 Flash

Google AI Studio · google/gemini-3.6-flash
Point hit
Format
Valid
Box IoU
0.033
Latency
1.56 s
Cost
$0.0021
Raw response
{"point":{"x":118,"y":336},"box":{"x":99,"y":328,"width":39,"height":16}}

GPT-5.6 Sol

OpenAI · openai/gpt-5.6-sol
Point hit
Format
Valid
Box IoU
0.201
Latency
6.71 s
Cost
$0.0078
Raw response
{"point":{"x":118,"y":329},"box":{"x":98,"y":320,"width":314,"height":18}}

GPT-5.6 Luna

OpenAI · openai/gpt-5.6-luna
Point hit
Format
Valid
Box IoU
0.032
Latency
4.26 s
Cost
$0.00023
Raw response
{"point":{"x":118,"y":336},"box":{"x":100,"y":328,"width":36,"height":17}}

Claude Sonnet 5

Anthropic · anthropic/claude-sonnet-5
Point miss
Format
Valid
Box IoU
0.000
Latency
3.62 s
Cost
$0.0028
Raw response
{"point":{"x":46,"y":284},"box":{"x":38,"y":277,"width":16,"height":16}}

Claude Opus 5

Anthropic · anthropic/claude-opus-5
Point miss
Format
Valid
Box IoU
0.000
Latency
4.96 s
Cost
$0.0071
Raw response
{"point":{"x":118,"y":284},"box":{"x":97,"y":712,"width":330,"height":47}}

Gemini 3.1 Pro Preview

Google AI Studio · google/gemini-3.1-pro-preview
Point hit
Format
Valid
Box IoU
0.272
Latency
52.21 s
Cost
$0.0030
Raw response
{"point": {"x": 257, "y": 335}, "box": {"x": 97, "y": 328, "width": 321, "height": 16}}
EN