Claude Opus 4.1 vs Gemini 3.5 Flash Lite
Updated October 21, 2026. 49 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.
Decision reading
Pick Gemini 3.5 Flash Lite for coding: it scores 33.6 on the Vibe Coding Index against 27.2 for Claude Opus 4.1.
Pick Claude Opus 4.1 when what matters is WeirdML or LMArena Text: coding, where it leads.
- Shared results
- 49
- Claude Opus 4.1 only
- 22
- Gemini 3.5 Flash Lite only
- 34
- Like-for-like categories
- 6 of 9
Shared results can support a head-to-head reading. Results only one model has describe coverage, not superiority.
Which one for your work
Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.
Coding
Vibe Coding Index, four public coding benchmarks
Gemini 3.5 Flash Lite
Gemini 3.5 Flash Lite scores 33.6 against 27.2.
One benchmark behind each score
Intelligence
AA Intelligence Index
Claude Opus 4.1
Claude Opus 4.1 leads, 22.8 against 22.2.
Same board, both measured
Agentic work
AA Agentic Index
No call
Only Gemini 3.5 Flash Lite has a AA Agentic Index result, 14.3.
Directional only
Reasoning
GPQA Diamond
Gemini 3.5 Flash Lite
Gemini 3.5 Flash Lite leads, 83.8% against 76.3%.
Same board, both measured
Math
AIME
No call
Only Claude Opus 4.1 has a AIME result, 78.2%.
Directional only
Knowledge
MMLU Pro
Claude Opus 4.1
Claude Opus 4.1 leads, 87.9% against 85.8%.
Same board, both measured
Web design
Design Arena: websites
No call
Only Claude Opus 4.1 has a Design Arena: websites result, 1177.
Directional only
Long documents
Listed context window
Gemini 3.5 Flash Lite
Gemini 3.5 Flash Lite takes 1.05M tokens against 200K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Gemini 3.5 Flash Lite
Claude Opus 4.1 $0.052, Gemini 3.5 Flash Lite $0.0015 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
No call
Only Gemini 3.5 Flash Lite has the number, $0.41.
Directional only
At a glance
- Coding index
- Claude Opus 4.1 27.2 from 1 benchmark, Gemini 3.5 Flash Lite 33.6 from 1 benchmark.
- Widest category
- Coding, 6.2 points apart on average over 5 shared benchmarks.
- Widest single gap
- SAGE (Vals AI): Claude Opus 4.1 31.4% against Gemini 3.5 Flash Lite 47.3%, 15.9 points apart on a 0 to 100 scale.
- Output price
- Claude Opus 4.1 $75.00 against Gemini 3.5 Flash Lite $2.50 per million output tokens, 30.0x apart.
- Context window
- Claude Opus 4.1 takes 200K tokens, Gemini 3.5 Flash Lite 1.05M.
Benchmark by benchmark
First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.
| Category | Claude Opus 4.1 | Bars | Gemini 3.5 Flash Lite | Ties |
|---|---|---|---|---|
| Coding | 3 | 2 | ||
| Intelligence | 1 | 1 | ||
| Reasoning | 4 | 3 | ||
| Math | 2 | 3 | ||
| Knowledge | 3 | 6 | ||
| General | 4 | 17 | ||
| All shared boards | 17 | 32 |
CodingLike-for-likeFour of these boards feed the Vibe Coding Index32
| Benchmark | Claude Opus 4.1 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| LMArena WebDev | 1390 | 1435 | Gemini 3.5 Flash Lite |
| AA Coding Index | Not measured | 49.3 | Only Gemini 3.5 Flash Lite measured |
| LiveCodeBench (Vals AI) | 66.5% | 79.0% | Gemini 3.5 Flash Lite |
| SWE-bench Verified (Vals AI) | Not measured | 75.0% | Only Gemini 3.5 Flash Lite measured |
| Vibe Code Bench (Vals AI) | Not measured | 37.2% | Only Gemini 3.5 Flash Lite measured |
| Code migration (Vals AI) | Not measured | 6.2% | Only Gemini 3.5 Flash Lite measured |
| ProgramBench (Vals AI) | Not measured | 0.0% | Only Gemini 3.5 Flash Lite measured |
| Terminal-Bench 2.1 (Vals AI) | Not measured | 50.2% | Only Gemini 3.5 Flash Lite measured |
| CyberBench (Vals AI) | Not measured | 59.1% | Only Gemini 3.5 Flash Lite measured |
| SciCode | Not measured | 41.3% | Only Gemini 3.5 Flash Lite measured |
| Terminal-Bench | 38.0% | Not measured | Only Claude Opus 4.1 measured |
| WeirdML | 45.9% | 39.0% | Claude Opus 4.1 |
| Cybench | 42.0% | Not measured | Only Claude Opus 4.1 measured |
| ALE-Bench | Not measured | 765.3 | Only Gemini 3.5 Flash Lite measured |
| LMArena Text: coding | 1479 | 1453 | Claude Opus 4.1 |
| LMArena Text: software and IT | 1456 | 1451 | Claude Opus 4.1 |
| LMArena WebDev: React | Not measured | 1408 | Only Gemini 3.5 Flash Lite measured |
| LMArena WebDev: HTML | 1399 | Not measured | Only Claude Opus 4.1 measured |
| LMArena WebDev: from an image | Not measured | 1448 | Only Gemini 3.5 Flash Lite measured |
| Neither model has a result on the other 19 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index11
| Benchmark | Claude Opus 4.1 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| AA Intelligence Index | 22.8 | 22.2 | Claude Opus 4.1 |
| Epoch Capabilities Index | 144.1 | 144.9 | Gemini 3.5 Flash Lite |
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index9 boards, none shared
| Benchmark | Claude Opus 4.1 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| AA Agentic Index | Not measured | 14.3 | Only Gemini 3.5 Flash Lite measured |
| Finance Agent (Vals AI) | Not measured | 47.4% | Only Gemini 3.5 Flash Lite measured |
| Tax Agent Bench (Vals AI) | Not measured | 7.2% | Only Gemini 3.5 Flash Lite measured |
| Legal Research Bench (Vals AI) | Not measured | 13.9% | Only Gemini 3.5 Flash Lite measured |
| Excel Modeling Benchmark (Vals AI) | Not measured | 43.2% | Only Gemini 3.5 Flash Lite measured |
| APEX-Agents | Not measured | 29.3% | Only Gemini 3.5 Flash Lite measured |
| METR time horizons | 66.8% | Not measured | Only Claude Opus 4.1 measured |
| GDPval | 43.6% | Not measured | Only Claude Opus 4.1 measured |
| DeepResearch Bench | 48.3% | Not measured | Only Claude Opus 4.1 measured |
| Neither model has a result on the other 30 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index43
| Benchmark | Claude Opus 4.1 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| GPQA Diamond | 76.3% | 83.8% | Gemini 3.5 Flash Lite |
| MMMU Pro (Vals AI) | 77.5% | 83.6% | Gemini 3.5 Flash Lite |
| GPQA Diamond (Artificial Analysis run) | Not measured | 83.8% | Only Gemini 3.5 Flash Lite measured |
| Humanity's Last Exam (Artificial Analysis run) | Not measured | 18.8% | Only Gemini 3.5 Flash Lite measured |
| GPQA Diamond (Epoch AI run) | 77.3% | 83.3% | Gemini 3.5 Flash Lite |
| ARC-AGI | Not measured | 53.5% | Only Gemini 3.5 Flash Lite measured |
| ARC-AGI-2 | Not measured | 10.3% | Only Gemini 3.5 Flash Lite measured |
| SimpleBench | 60.0% | Not measured | Only Claude Opus 4.1 measured |
| Chess puzzles | Not measured | 21.0% | Only Gemini 3.5 Flash Lite measured |
| Mystery game puzzles | 21.0% | 19.0% | Claude Opus 4.1 |
| EBR-bench | 7.9% | Not measured | Only Claude Opus 4.1 measured |
| VPCT | 35.0% | Not measured | Only Claude Opus 4.1 measured |
| LMArena Text: hard prompts | 1442 | 1441 | Claude Opus 4.1 |
| LMArena Text: expert | 1438 | 1434 | Claude Opus 4.1 |
| LMArena Text: hard prompts in English | 1451 | 1440 | Claude Opus 4.1 |
| LMArena Vision: diagrams | Not measured | 1284 | Only Gemini 3.5 Flash Lite measured |
| LMArena Vision: homework | Not measured | 1291 | Only Gemini 3.5 Flash Lite measured |
| Neither model has a result on the other 4 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index23
| Benchmark | Claude Opus 4.1 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| AIME | 78.2% | Not measured | Only Claude Opus 4.1 measured |
| MATH 500 (Vals AI) | 95.4% | Not measured | Only Claude Opus 4.1 measured |
| MGSM (Vals AI) | 94.4% | Not measured | Only Claude Opus 4.1 measured |
| OTIS Mock AIME | 68.9% | 71.1% | Gemini 3.5 Flash Lite |
| FrontierMath, tiers 1 to 3 | 12.6% | 26.0% | Gemini 3.5 Flash Lite |
| FrontierMath, tier 4 | 2.4% | 0.0% | Claude Opus 4.1 |
| ProofBench | Not measured | 13.0% | Only Gemini 3.5 Flash Lite measured |
| LMArena Text: math | 1431 | 1434 | Gemini 3.5 Flash Lite |
| LMArena Text: mathematical work | 1434 | 1433 | Claude Opus 4.1 |
| Neither model has a result on the other 4 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index36
| Benchmark | Claude Opus 4.1 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| MMLU Pro | 87.9% | 85.8% | Claude Opus 4.1 |
| LegalBench (Vals AI) | 83.5% | 84.1% | Gemini 3.5 Flash Lite |
| CorpFin (Vals AI) | Not measured | 60.7% | Only Gemini 3.5 Flash Lite measured |
| TaxEval (Vals AI) | 73.7% | 72.6% | Claude Opus 4.1 |
| MortgageTax (Vals AI) | 61.1% | 68.7% | Gemini 3.5 Flash Lite |
| MedQA (Vals AI) | 93.6% | Not measured | Only Claude Opus 4.1 measured |
| MedCode (Vals AI) | 47.2% | 43.5% | Claude Opus 4.1 |
| LMArena Text: science | 1422 | 1451 | Gemini 3.5 Flash Lite |
| LMArena Text: medicine and healthcare | 1416 | 1438 | Gemini 3.5 Flash Lite |
| LMArena Text: legal and government | 1421 | 1431 | Gemini 3.5 Flash Lite |
| LMArena Text: business and finance | 1406 | 1423 | Gemini 3.5 Flash Lite |
| Neither model has a result on the other 6 boards here | |||
Web designDirectional onlyPublic boards, shown as published, kept out of the index8 boards, none shared
| Benchmark | Claude Opus 4.1 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| Design Arena: websites | 1177 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: UI components | 1164 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: game dev | 1172 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: data viz | 1166 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: 3D | 1153 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: all code categories | 1171 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: SVG | 1152 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: ASCII art | 1167 | Not measured | Only Claude Opus 4.1 measured |
| Neither model has a result on the other 1 board here | |||
GeneralLike-for-likePublic boards, shown as published, kept out of the index417
| Benchmark | Claude Opus 4.1 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| Public Benefits Bench (Vals AI) | Not measured | 51.8% | Only Gemini 3.5 Flash Lite measured |
| SAGE (Vals AI) | 31.4% | 47.3% | Gemini 3.5 Flash Lite |
| MedScribe (Vals AI) | 73.9% | 70.9% | Claude Opus 4.1 |
| Long context reasoning (AA-LCR) | Not measured | 76.0% | Only Gemini 3.5 Flash Lite measured |
| DTBench | 80.0% | 83.5% | Gemini 3.5 Flash Lite |
| LMCA | 37.1% | 37.6% | Gemini 3.5 Flash Lite |
| Creative writing (Lech Mazur) | 84.7% | Not measured | Only Claude Opus 4.1 measured |
| LMArena Text | 1419 | 1435 | Gemini 3.5 Flash Lite |
| LMArena Text: instruction following | 1435 | 1419 | Claude Opus 4.1 |
| LMArena Text: creative writing | 1412 | 1421 | Gemini 3.5 Flash Lite |
| LMArena Vision | Not measured | 1269 | Only Gemini 3.5 Flash Lite measured |
| LMArena Text: English | 1433 | 1438 | Gemini 3.5 Flash Lite |
| LMArena Text: non-English | 1405 | 1427 | Gemini 3.5 Flash Lite |
| LMArena Text: Chinese | 1427 | 1468 | Gemini 3.5 Flash Lite |
| LMArena Text: German | 1413 | 1454 | Gemini 3.5 Flash Lite |
| LMArena Text: Japanese | 1377 | 1426 | Gemini 3.5 Flash Lite |
| LMArena Text: Korean | 1381 | 1407 | Gemini 3.5 Flash Lite |
| LMArena Text: French | 1433 | 1451 | Gemini 3.5 Flash Lite |
| LMArena Text: Spanish | 1448 | 1441 | Claude Opus 4.1 |
| LMArena Text: Russian | 1422 | 1443 | Gemini 3.5 Flash Lite |
| LMArena Text: Polish | 1413 | 1437 | Gemini 3.5 Flash Lite |
| LMArena Text: multi-turn | 1444 | 1445 | Gemini 3.5 Flash Lite |
| LMArena Text: longer queries | 1455 | 1435 | Claude Opus 4.1 |
| LMArena Text: writing and language | 1418 | 1428 | Gemini 3.5 Flash Lite |
| LMArena Text: entertainment and media | 1398 | 1414 | Gemini 3.5 Flash Lite |
| LMArena Vision: English | Not measured | 1269 | Only Gemini 3.5 Flash Lite measured |
| LMArena Vision: Chinese | Not measured | 1311 | Only Gemini 3.5 Flash Lite measured |
| LMArena Vision: reading text | Not measured | 1280 | Only Gemini 3.5 Flash Lite measured |
| LMArena Vision: humor | Not measured | 1287 | Only Gemini 3.5 Flash Lite measured |
| LMArena Vision: creative writing | Not measured | 1260 | Only Gemini 3.5 Flash Lite measured |
| Neither model has a result on the other 16 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Claude Opus 4.1 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| Neither model has a result on 5 boards here | |||
What each workload costs
Three fixed token mixes at each model's listed price, so per-token rates become a bill.
Chat turn
1K input + 500 output tokens
Gemini 3.5 Flash Lite costs less
Repository review
50K input + 3K output tokens
Gemini 3.5 Flash Lite costs less
Agent loop
200K input + 10K output tokens
Gemini 3.5 Flash Lite costs less
Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.
Specification differences
The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.
| Specification | Anthropic Claude Opus 4.1 | Google Gemini 3.5 Flash Lite |
|---|---|---|
| Maker | Anthropic | |
| Weights | No public weights listed | No public weights listed |
| Released | August 5, 2025 | July 21, 2026 |
| Context window | 200K | 1.05M |
| Input $/Mtok | $15.00 | $0.30 |
| Output $/Mtok | $75.00 | $2.50 |
| Coding index | 27.2 | 33.6 |
| Independent measurements behind it | 1 | 1 |
| Cost per solved task | Not computable | $0.41 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Claude Opus 4.1 better than Gemini 3.5 Flash Lite for coding?
Pick Gemini 3.5 Flash Lite for coding: it scores 33.6 on the Vibe Coding Index against 27.2 for Claude Opus 4.1. Pick Claude Opus 4.1 when what matters is WeirdML or LMArena Text: coding, where it leads.
Which is cheaper, Claude Opus 4.1 or Gemini 3.5 Flash Lite?
Claude Opus 4.1 costs $15.00 per million input tokens and $75.00 per million output tokens; Gemini 3.5 Flash Lite costs $0.30 and $2.50. Cost per solved task is known for Gemini 3.5 Flash Lite only.
Which has the bigger context window, Claude Opus 4.1 or Gemini 3.5 Flash Lite?
Gemini 3.5 Flash Lite, with 1.05M tokens against 200K.
How many benchmarks is the Claude Opus 4.1 vs Gemini 3.5 Flash Lite comparison based on?
49 benchmarks have a result for both models as of October 21, 2026. Claude Opus 4.1's coding index rests on 1 independent benchmark and Gemini 3.5 Flash Lite's on 1. Where only one model has a result, the page says so instead of naming a winner.