Grounding scenario · 2026-08-13

Locate the Trips bottom tab in Flight pass

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

Case IDtrips 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 Trips bottom tab

Return only data matching the supplied JSON schema. Do not describe your reasoning.
SHA-256 · 1d96dc06fae19da3f70d0c88dbf01916f74d7bf452c3e270a85645c17c36505f
Flight pass UI with the the Trips bottom tab target highlightedExpected
Ground truth: the Trips 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
0.267
Latency
1.43 s
Cost
$0.00035
Raw response
{"point": {"x": 174,  	"y": 961}, "box": {"x": 139, "y": 940, "width": 100, "height": 60}}

Grok 4.5

xAI · x-ai/grok-4.5
Point hit
Format
Valid
Box IoU
0.386
Latency
1.71 s
Cost
$0.0019
Raw response
{"point": {"x": 187, "y": 953}, "box": {"x": 120, "y": 920, "width": 140, "height": 70}}

GPT-5.4

OpenAI · openai/gpt-5.4
Point miss
Format
Valid
Box IoU
0.000
Latency
2.82 s
Cost
$0.0040
Raw response
{"point":{"x":66,"y":812},"box":{"x":0,"y":780,"width":131,"height":64}}

Gemini 3.6 Flash

Google AI Studio · google/gemini-3.6-flash
Point miss
Format
Invalid
Box IoU
0.000
Latency
3.49 s
Cost
$0.0047
Raw response
{
  "point": {
    "x": 185,
    "y": 962
  },
  "box": {
    "x": 150,
    "y": 935,
    "width": 70,

SyntaxError

GPT-5.6 Sol

OpenAI · openai/gpt-5.6-sol
Point hit
Format
Valid
Box IoU
0.728
Latency
2.70 s
Cost
$0.0069
Raw response
{"point":{"x":167,"y":963},"box":{"x":0,"y":925,"width":333,"height":75}}

GPT-5.6 Luna

OpenAI · openai/gpt-5.6-luna
Point hit
Format
Valid
Box IoU
0.127
Latency
4.75 s
Cost
$0.00029
Raw response
{"point":{"x":185,"y":975},"box":{"x":154,"y":944,"width":62,"height":39}}

Claude Sonnet 5

Anthropic · anthropic/claude-sonnet-5
Point miss
Format
Valid
Box IoU
0.000
Latency
3.97 s
Cost
$0.0028
Raw response
{"point":{"x":72,"y":817},"box":{"x":47,"y":793,"width":50,"height":38}}

Claude Opus 5

Anthropic · anthropic/claude-opus-5
Point miss
Format
Invalid
Box IoU
0.000
Latency
3.41 s
Cost
$0.0072
Raw response
{"point":{"x":181,"y":2107},"box":{"x":26,"y":2035,"width":310,"height":144}}

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

Gemini 3.1 Pro Preview

Google AI Studio · google/gemini-3.1-pro-preview
Point hit
Format
Valid
Box IoU
0.122
Latency
3.51 s
Cost
$0.0030
Raw response
{"point": {"x": 182, "y": 962}, "box": {"x": 155, "y": 943, "width": 57, "height": 41}}
EN