Grounding scenario · 2026-08-13

Locate the Boarding pass row under Quick view in Flight pass

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

Case IDboarding pass

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 Boarding pass row under Quick view

Return only data matching the supplied JSON schema. Do not describe your reasoning.
SHA-256 · 4794694f7d79b53b68d5e03dd8912c5f9504ae789e2930b9ea8370a212b0090c
Flight pass UI with the the Boarding pass row under Quick view target highlightedExpected
Ground truth: the Boarding pass row under Quick view

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
0.577
Latency
1.37 s
Cost
$0.00031
Raw response
{"point":{"x":500,"y":417}, "box": {"x":46,"y":380,"width":954,"height":44}}

Grok 4.5

xAI · x-ai/grok-4.5
Point hit
Format
Valid
Box IoU
0.699
Latency
1.55 s
Cost
$0.0019
Raw response
{"point": {"x": 500, "y": 400}, "box": {"x": 48, "y": 368, "width": 904, "height": 72}}

GPT-5.4

OpenAI · openai/gpt-5.4
Point miss
Format
Valid
Box IoU
0.000
Latency
1.54 s
Cost
$0.0029
Raw response
{"point":{"x":196,"y":351},"box":{"x":18,"y":323,"width":353,"height":57}}

Gemini 3.6 Flash

Google AI Studio · google/gemini-3.6-flash
Point hit
Format
Valid
Box IoU
0.973
Latency
1.29 s
Cost
$0.0021
Raw response
{"point":{"x":500,"y":416},"box":{"x":46,"y":380,"width":908,"height":71}}

GPT-5.6 Sol

OpenAI · openai/gpt-5.6-sol
Point hit
Format
Valid
Box IoU
0.917
Latency
1.70 s
Cost
$0.0046
Raw response
{"point":{"x":500,"y":414},"box":{"x":46,"y":379,"width":907,"height":69}}

GPT-5.6 Luna

OpenAI · openai/gpt-5.6-luna
Point hit
Format
Valid
Box IoU
0.986
Latency
8.70 s
Cost
$0.00014
Raw response
{"point":{"x":500,"y":416},"box":{"x":46,"y":381,"width":908,"height":70}}

Claude Sonnet 5

Anthropic · anthropic/claude-sonnet-5
Point miss
Format
Valid
Box IoU
0.000
Latency
5.43 s
Cost
$0.0029
Raw response
{"point":{"x":195,"y":352},"box":{"x":18,"y":328,"width":354,"height":47}}

Claude Opus 5

Anthropic · anthropic/claude-opus-5
Point miss
Format
Valid
Box IoU
0.000
Latency
3.39 s
Cost
$0.0071
Raw response
{"point":{"x":500,"y":900},"box":{"x":46,"y":827,"width":907,"height":135}}

Gemini 3.1 Pro Preview

Google AI Studio · google/gemini-3.1-pro-preview
Point hit
Format
Valid
Box IoU
0.986
Latency
2.88 s
Cost
$0.0030
Raw response
{"point": {"x": 500, "y": 416}, "box": {"x": 46, "y": 381, "width": 907, "height": 70}}
EN