Android Bench
AI-assisted software engineering has seen the emergence of several benchmarks to measure the capabilities of LLMs. Android developers face specific challenges that aren't covered by existing benchmarks, so we created one that focuses on a north star of high quality Android development.
Android LLM Leaderboard
| Model | Score (%) |
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Cl range (%)
|
Date |
|---|---|---|---|
|
|
72.4 | 65.3 — 79.8 | 2026-03-04 |
|
|
66.6 | 58.9 — 73.9 | 2026-03-04 |
|
|
62.5 | 54.7 — 70.3 | 2026-03-04 |
|
|
61.9 | 53.9 — 69.6 | 2026-03-04 |
|
|
60.4 | 52.6 — 67.8 | 2026-03-04 |
|
|
58.4 | 51.1 — 66.6 | 2026-03-04 |
|
|
54.2 | 45.5 — 62.4 | 2026-03-04 |
|
|
42.0 | 36.3 — 47.9 | 2026-03-04 |
|
|
16.1 | 10.9 — 21.9 | 2026-03-04 |
Latest results as of March 5th 2026 - check back periodically for updates!
Score is the average percentage of 100 test cases successfully resolved across 10 runs for each model.
Confidence Interval (CI) represents the expected performance range, reflecting the results' statistical reliability (p-value
Score is the average percentage of 100 test cases successfully resolved across 10 runs for each model.
Confidence Interval (CI) represents the expected performance range, reflecting the results' statistical reliability (p-value
Learn more about Android Bench
Our methodology
Learn more about how we created a set of common Android developer tasks.
Android best practices
Many of the tasks are based on how we define high quality Android development, which is detailed in our developer documentation.
GitHub repo
See the full repo so you can replicate the tests yourself.
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],[],[],[]]