Gemini 3.8 Flash High
| Released | 2026-09-02 |
|---|---|
| Price per 1M | $0.75 in · $3.75 out |
| Overall score | 60.9 · rank 80 |
| Context window | 1,048,576 tokens |
| Provider | |
| Weights | Proprietary |
| Configuration | High |
Scores
| Dimension | Score | Rank | Benchmarks |
|---|---|---|---|
| Overall: Balanced | 60.9 | 80 | 46 |
| Overall: Coding | 60.1 | 92 | 34 |
| Overall: Reasoning | 62.6 | 67 | 17 |
| Overall: Agentic work | 61.1 | 75 | 32 |
| Overall: Frontend | 59.1 | 91 | 16 |
| Coding | 59.4 | 102 | 12 |
| Agents | 60.6 | 58 | 10 |
| Reasoning | 66.0 | 32 | 10 |
| Math | 58.8 | 65 | 4 |
| Knowledge | 61.6 | 23 | 3 |
| Frontend | 58.4 | 58 | 2 |
| General | 59.3 | 67 | 3 |
| Multimodal | 62.2 | 9 | 2 |
| Value vs price | +9.5 | 49 |
Evidence
Coding 59.4 ±0.8
| Benchmark | Result | Source | Date |
|---|---|---|---|
| CursorBench | 39.6% | Epoch AI | 2026-11-11 |
| FrontierSWE | 19.6% | Epoch AI | 2026-11-11 |
| DeepSWE | 73.8% | Epoch AI | 2026-11-11 |
| Code Migration v1.1 | 38.6% | Vals AI | 2026-11-09 |
| WeirdML v3 | 7.4% | Epoch AI | 2026-11-11 |
| MirrorCode | 38.9% | Epoch AI | 2026-09-02 |
| IOI | 56.9% | Vals AI | 2026-10-29 |
| SWE-bench Multimodal | 40.8% | Vals AI | 2026-11-09 |
| SWE-bench Verified (Vals run) | 80.0% | Vals AI | 2026-09-01 |
| SciCode | 56.6% | Epoch AI | 2026-11-11 |
| LiveCodeBench (Vals run) | 89.5% | Vals AI | 2026-09-01 |
| ProgramBench | 1.0% | Vals AI | 2026-11-09 |
Agents 60.6 ±1.0
| Benchmark | Result | Source | Date |
|---|---|---|---|
| Terminal-Bench 4 | 18.2% | Terminal-Bench | 2026-09-02 |
| SRE Bench | 11.1% | Vals AI | 2026-11-05 |
| Terminal-Bench-Science | 8.6% | Vals AI | 2026-11-09 |
| Terminal-Bench 4.0 (Vals run) | 19.7% | Vals AI | 2026-11-09 |
| Terminal-Bench 2.1 (Vals run) | 81.3% | Vals AI | 2026-10-01 |
| EMB v1.1 (Excel financial modeling) | 72.9% | Vals AI | 2026-11-09 |
| Tax Agent Bench | 32.1% | Vals AI | 2026-11-09 |
| Finance Agent v2.1 | 65.8% | Vals AI | 2026-11-09 |
| SkillsBench | 58.0% | Vals AI | 2026-10-29 |
| HLAB-Vals 1.1 (legal agent) | 12.1% | Vals AI | 2026-11-09 |
| CyberBench v1.1 | 43.8% | Vals AI | 2026-11-05 |
Reasoning 66.0 ±1.4
| Benchmark | Result | Source | Date |
|---|---|---|---|
| ARC-AGI-2 | 89.2% | Epoch AI | 2026-11-11 |
| ARC-AGI-2 (ARC Prize verified) | 89.2% | ARC Prize | 2026-11-11 |
| Extended NYT Connections | 97.4% | Lech Mazur | 2026-11-10 |
| MysteryMechanism | 36.5% | Vals AI | 2026-11-09 |
| CritPt | 18.3% | Epoch AI | 2026-11-11 |
| ARC-AGI-1 (ARC Prize verified) | 98.5% | ARC Prize | 2026-11-11 |
| ARC-AGI-1 | 98.5% | Epoch AI | 2026-11-11 |
| GPQA Diamond | 95.4% | Epoch AI | 2026-09-02 |
| GPQA Diamond (Vals run) | 94.4% | Vals AI | 2026-09-01 |
| BioMysteryBench | 62.2% | Vals AI | 2026-11-09 |
| ARC-AGI-3 | 35.0% | ARC Prize | 2026-11-11 |
| Chess Puzzles | 58.0% | Epoch AI | 2026-10-13 |
| Mystery Game Puzzles | 47.0% | Epoch AI | 2026-09-02 |
Math 58.8 ±1.9
| Benchmark | Result | Source | Date |
|---|---|---|---|
| FrontierMath Tiers 1-3 | 68.4% | Epoch AI | 2026-09-02 |
| FrontierMath Tier 4 | 22.0% | Epoch AI | 2026-09-02 |
| ProofBench v1.1 | 48.0% | Vals AI | 2026-11-09 |
| OTIS Mock AIME 2024-2025 | 98.9% | Epoch AI | 2026-09-02 |
Knowledge 61.6 ±3.6
| Benchmark | Result | Source | Date |
|---|---|---|---|
| SimpleQA Verified | 69.7% | Epoch AI | 2026-09-02 |
| MMLU-Pro (Vals run) | 90.2% | Vals AI | 2026-09-01 |
| Legal Research Bench | 38.9% | Vals AI | 2026-11-09 |
Frontend 58.4 ±0.7
| Benchmark | Result | Source | Date |
|---|---|---|---|
| Vibe Code Bench v1.1 | 78.7% | Vals AI | 2026-11-09 |
| LMArena WebDev | 1,584 | LMArena | 2026-11-09 |
General 59.3 ±2.8
| Benchmark | Result | Source | Date |
|---|---|---|---|
| LMArena Text | 1,497 | LMArena | 2026-11-09 |
| LLM Debate Benchmark | 1,505 | Lech Mazur | 2026-10-26 |
| Creative Story-Writing (Lech Mazur) | 51.0% | Lech Mazur | 2026-10-23 |
Multimodal 62.2 ±2.3
| Benchmark | Result | Source | Date |
|---|---|---|---|
| MMMU-Pro (Vals run) | 89.1% | Vals AI | 2026-09-01 |
| LMArena Vision | 1,293 | LMArena | 2026-11-09 |
Results not used in the score
| Benchmark | Result | Source | Why not used |
|---|---|---|---|
| ARC-AGI-3 | 10.4% | ARC Prize | Lower duplicate run on the same benchmark |
| LMArena WebDev | 1,583 | LMArena | Lower duplicate run on the same benchmark |
Names matched to this model
gemini-3-8-flash-high