Grounding scenario · 2026-08-13

Locate the Profile bottom tab in Flight pass

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

Case IDprofile tab

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 bottom tab

Return only data matching the supplied JSON schema. Do not describe your reasoning.
SHA-256 · 0f8be0666e2ec0a3b959f73470979356b14c57e4071cdcd0878b10d6b5ca9b5c
Flight pass UI with the the Profile bottom tab target highlightedExpected
Ground truth: the Profile bottom tab

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
0.737
Latency
1.46 s
Cost
$0.00037
Raw response
{"point":  {"x": 833,  	"y": 961}, "box": 	{"x": 667, 	"y": 938, 	"width": 333, 	"height": 62}}

Grok 4.5

xAI · x-ai/grok-4.5
Point hit
Format
Valid
Box IoU
0.503
Latency
2.05 s
Cost
$0.0019
Raw response
{"point": {"x": 812, "y": 953}, "box": {"x": 708, "y": 910, "width": 208, "height": 80}}

GPT-5.4

OpenAI · openai/gpt-5.4
Point miss
Format
Valid
Box IoU
0.000
Latency
3.29 s
Cost
$0.0037
Raw response
{"point":{"x":821,"y":809},"box":{"x":670,"y":781,"width":244,"height":63}}

Gemini 3.6 Flash

Google AI Studio · google/gemini-3.6-flash
Point miss
Format
Invalid
Box IoU
0.000
Latency
3.30 s
Cost
$0.0047
Raw response
{"point": {"x": 815, "y": 963}, "box":

SyntaxError

GPT-5.6 Sol

OpenAI · openai/gpt-5.6-sol
Point hit
Format
Valid
Box IoU
0.728
Latency
7.34 s
Cost
$0.0113
Raw response
{"point":{"x":817,"y":963},"box":{"x":667,"y":925,"width":333,"height":75}}

GPT-5.6 Luna

OpenAI · openai/gpt-5.6-luna
Point hit
Format
Valid
Box IoU
0.728
Latency
3.44 s
Cost
$0.00022
Raw response
{"point":{"x":833,"y":963},"box":{"x":667,"y":925,"width":333,"height":75}}

Claude Sonnet 5

Anthropic · anthropic/claude-sonnet-5
Point miss
Format
Valid
Box IoU
0.000
Latency
4.13 s
Cost
$0.0028
Raw response
{"point":{"x":318,"y":815},"box":{"x":283,"y":790,"width":70,"height":38}}

Claude Opus 5

Anthropic · anthropic/claude-opus-5
Point miss
Format
Valid
Box IoU
0.000
Latency
3.90 s
Cost
$0.0071
Raw response
{"point":{"x":318,"y":815},"box":{"x":260,"y":785,"width":116,"height":55}}

Gemini 3.1 Pro Preview

Google AI Studio · google/gemini-3.1-pro-preview
Point hit
Format
Valid
Box IoU
0.699
Latency
35.17 s
Cost
$0.0030
Raw response
{"point": {"x": 816, "y": 962}, "box": {"x": 683, "y": 924, "width": 266, "height": 75}}
EN