Claude Sonnet 4.6 vs Gemini 3.5 Flash Lite
Updated October 21, 2026. 77 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.
Decision reading
Pick Claude Sonnet 4.6 for coding: it scores 57.8 on the Vibe Coding Index against 33.6 for Gemini 3.5 Flash Lite.
Pick Gemini 3.5 Flash Lite when output tokens cost 6.0x less, or when a solved task costs $0.41 against $1.68.
- Shared results
- 77
- Claude Sonnet 4.6 only
- 40
- Gemini 3.5 Flash Lite only
- 6
- Like-for-like categories
- 7 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
Claude Sonnet 4.6
Claude Sonnet 4.6 scores 57.8 against 33.6.
2 and 1 benchmarks behind the scores
Intelligence
AA Intelligence Index
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 30.1 against 22.2.
Same board, both measured
Agentic work
AA Agentic Index
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 31.8 against 14.3.
Same board, both measured
Reasoning
GPQA Diamond
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 85.6% against 83.8%.
Same board, both measured
Math
AIME
No call
Only Claude Sonnet 4.6 has a AIME result, 92.3%.
Directional only
Knowledge
MMLU Pro
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 87.3% against 85.8%.
Same board, both measured
Web design
Design Arena: websites
No call
Only Claude Sonnet 4.6 has a Design Arena: websites result, 1285.
Directional only
Long documents
Listed context window
Gemini 3.5 Flash Lite
Gemini 3.5 Flash Lite takes 1.05M tokens against 1M.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Gemini 3.5 Flash Lite
Claude Sonnet 4.6 $0.011, Gemini 3.5 Flash Lite $0.0015 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
Gemini 3.5 Flash Lite
Claude Sonnet 4.6 $1.68, Gemini 3.5 Flash Lite $0.41.
Published attempt cost and pass rate
At a glance
- Coding index
- Claude Sonnet 4.6 57.8 from 2 benchmarks, Gemini 3.5 Flash Lite 33.6 from 1 benchmark.
- Widest category
- Agentic work, 15.8 points apart on average over 6 shared benchmarks.
- Widest single gap
- ARC-AGI-2: Claude Sonnet 4.6 60.4% against Gemini 3.5 Flash Lite 10.3%, 50.1 points apart on a 0 to 100 scale.
- Output price
- Claude Sonnet 4.6 $15.00 against Gemini 3.5 Flash Lite $2.50 per million output tokens, 6.0x apart.
- Context window
- Claude Sonnet 4.6 takes 1M 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 Sonnet 4.6 | Bars | Gemini 3.5 Flash Lite | Ties |
|---|---|---|---|---|
| Coding | 14 | 0 | ||
| Intelligence | 2 | 0 | ||
| Agentic work | 6 | 0 | ||
| Reasoning | 12 | 1 | 1 tie | |
| Math | 4 | 0 | ||
| Knowledge | 7 | 2 | ||
| General | 22 | 6 | ||
| All shared boards | 67 | 9 | 1 tie |
CodingLike-for-likeFour of these boards feed the Vibe Coding Index140
| Benchmark | Claude Sonnet 4.6 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| LiveBench coding | 66.6% | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena WebDev | 1523 | 1435 | Claude Sonnet 4.6 |
| AA Coding Index | 63.0 | 49.3 | Claude Sonnet 4.6 |
| LiveCodeBench (Vals AI) | 82.1% | 79.0% | Claude Sonnet 4.6 |
| SWE-bench Verified (Vals AI) | 77.4% | 75.0% | Claude Sonnet 4.6 |
| Vibe Code Bench (Vals AI) | 55.8% | 37.2% | Claude Sonnet 4.6 |
| Code migration (Vals AI) | 39.9% | 6.2% | Claude Sonnet 4.6 |
| ProgramBench (Vals AI) | 0.5% | 0.0% | Claude Sonnet 4.6 |
| Terminal-Bench 2.1 (Vals AI) | 57.3% | 50.2% | Claude Sonnet 4.6 |
| SkillsBench (Vals AI) | 49.0% | Not measured | Only Claude Sonnet 4.6 measured |
| CyberBench (Vals AI) | Not measured | 59.1% | Only Gemini 3.5 Flash Lite measured |
| SciCode | 50.1% | 41.3% | Claude Sonnet 4.6 |
| Terminal-Bench Hard (Artificial Analysis run) | 53.0% | Not measured | Only Claude Sonnet 4.6 measured |
| Terminal-Bench | 53.4% | Not measured | Only Claude Sonnet 4.6 measured |
| FrontierCode | 24.3% | Not measured | Only Claude Sonnet 4.6 measured |
| WeirdML | 66.1% | 39.0% | Claude Sonnet 4.6 |
| ALE-Bench | Not measured | 765.3 | Only Gemini 3.5 Flash Lite measured |
| LMArena Text: coding | 1503 | 1453 | Claude Sonnet 4.6 |
| LMArena Text: software and IT | 1491 | 1451 | Claude Sonnet 4.6 |
| LMArena WebDev: React | 1512 | 1408 | Claude Sonnet 4.6 |
| LMArena WebDev: HTML | 1527 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena WebDev: from an image | 1529 | 1448 | Claude Sonnet 4.6 |
| Neither model has a result on the other 16 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index20
| Benchmark | Claude Sonnet 4.6 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| AA Intelligence Index | 30.1 | 22.2 | Claude Sonnet 4.6 |
| Epoch Capabilities Index | 152.8 | 144.9 | Claude Sonnet 4.6 |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index60
| Benchmark | Claude Sonnet 4.6 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| AA Agentic Index | 31.8 | 14.3 | Claude Sonnet 4.6 |
| Design Arena: agents building web apps | 1190 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: agents building full-stack apps | 1213 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: agents building mobile apps | 1212 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: agents building Android apps | 1202 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: agents building Godot games | 1226 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: agents building games | 1177 | Not measured | Only Claude Sonnet 4.6 measured |
| LiveBench research | 63.6% | Not measured | Only Claude Sonnet 4.6 measured |
| LiveBench browser | 68.0% | Not measured | Only Claude Sonnet 4.6 measured |
| LiveBench long agentic | 23.1% | Not measured | Only Claude Sonnet 4.6 measured |
| Finance Agent (Vals AI) | 51.0% | 47.4% | Claude Sonnet 4.6 |
| Tax Agent Bench (Vals AI) | 25.8% | 7.2% | Claude Sonnet 4.6 |
| Legal Research Bench (Vals AI) | 38.5% | 13.9% | Claude Sonnet 4.6 |
| Excel Modeling Benchmark (Vals AI) | 60.2% | 43.2% | Claude Sonnet 4.6 |
| τ²-Bench Telecom | 79.5% | Not measured | Only Claude Sonnet 4.6 measured |
| APEX-Agents | 43.0% | 29.3% | Claude Sonnet 4.6 |
| OSWorld 2.0 | 9.3% | Not measured | Only Claude Sonnet 4.6 measured |
| DeepResearch Bench | 54.9% | Not measured | Only Claude Sonnet 4.6 measured |
| OSWorld | 72.1% | Not measured | Only Claude Sonnet 4.6 measured |
| Vending-Bench 2 | $7,204 | Not measured | Only Claude Sonnet 4.6 measured |
| Neither model has a result on the other 19 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index121
| Benchmark | Claude Sonnet 4.6 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| GPQA Diamond | 85.6% | 83.8% | Claude Sonnet 4.6 |
| LiveBench reasoning | 86.4% | Not measured | Only Claude Sonnet 4.6 measured |
| MMMU Pro (Vals AI) | 83.6% | 83.6% | Tie |
| GPQA Diamond (Artificial Analysis run) | 87.5% | 83.8% | Claude Sonnet 4.6 |
| Humanity's Last Exam (Artificial Analysis run) | 33.6% | 18.8% | Claude Sonnet 4.6 |
| GPQA Diamond (Epoch AI run) | 87.4% | 83.3% | Claude Sonnet 4.6 |
| ARC-AGI | 86.5% | 53.5% | Claude Sonnet 4.6 |
| ARC-AGI-2 | 60.4% | 10.3% | Claude Sonnet 4.6 |
| Chess puzzles | 23.0% | 21.0% | Claude Sonnet 4.6 |
| Mystery game puzzles | 16.0% | 19.0% | Gemini 3.5 Flash Lite |
| LMArena Text: hard prompts | 1485 | 1441 | Claude Sonnet 4.6 |
| LMArena Text: expert | 1500 | 1434 | Claude Sonnet 4.6 |
| LMArena Text: hard prompts in English | 1493 | 1440 | Claude Sonnet 4.6 |
| LMArena Vision: diagrams | 1306 | 1284 | Claude Sonnet 4.6 |
| LMArena Vision: homework | 1311 | 1291 | Claude Sonnet 4.6 |
| Neither model has a result on the other 6 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index40
| Benchmark | Claude Sonnet 4.6 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| AIME | 92.3% | Not measured | Only Claude Sonnet 4.6 measured |
| OTIS Mock AIME | 85.8% | 71.1% | Claude Sonnet 4.6 |
| FrontierMath, tiers 1 to 3 | Not measured | 26.0% | Only Gemini 3.5 Flash Lite measured |
| FrontierMath, tier 4 | Not measured | 0.0% | Only Gemini 3.5 Flash Lite measured |
| ProofBench | 45.0% | 13.0% | Claude Sonnet 4.6 |
| LMArena Text: math | 1462 | 1434 | Claude Sonnet 4.6 |
| LMArena Text: mathematical work | 1483 | 1433 | Claude Sonnet 4.6 |
| Neither model has a result on the other 6 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index72
| Benchmark | Claude Sonnet 4.6 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| MMLU Pro | 87.3% | 85.8% | Claude Sonnet 4.6 |
| LegalBench (Vals AI) | 82.1% | 84.1% | Gemini 3.5 Flash Lite |
| CaseLaw (Vals AI) | 64.0% | Not measured | Only Claude Sonnet 4.6 measured |
| CorpFin (Vals AI) | 65.3% | 60.7% | Claude Sonnet 4.6 |
| TaxEval (Vals AI) | 77.1% | 72.6% | Claude Sonnet 4.6 |
| MortgageTax (Vals AI) | 67.7% | 68.7% | Gemini 3.5 Flash Lite |
| MedQA (Vals AI) | 92.1% | Not measured | Only Claude Sonnet 4.6 measured |
| MedCode (Vals AI) | Not measured | 43.5% | Only Gemini 3.5 Flash Lite measured |
| SimpleQA Verified | 35.5% | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: science | 1474 | 1451 | Claude Sonnet 4.6 |
| LMArena Text: medicine and healthcare | 1451 | 1438 | Claude Sonnet 4.6 |
| LMArena Text: legal and government | 1470 | 1431 | Claude Sonnet 4.6 |
| LMArena Text: business and finance | 1464 | 1423 | Claude Sonnet 4.6 |
| Neither model has a result on the other 4 boards here | |||
Web designDirectional onlyPublic boards, shown as published, kept out of the index9 boards, none shared
| Benchmark | Claude Sonnet 4.6 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| Design Arena: websites | 1285 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: UI components | 1271 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: game dev | 1259 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: data viz | 1278 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: 3D | 1234 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: all code categories | 1276 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: SVG | 1196 | Not measured | Only Claude Sonnet 4.6 measured |
| Design Arena: ASCII art | 1235 | Not measured | Only Claude Sonnet 4.6 measured |
| LiveBench design | 71.8% | Not measured | Only Claude Sonnet 4.6 measured |
GeneralLike-for-likePublic boards, shown as published, kept out of the index226
| Benchmark | Claude Sonnet 4.6 | Gemini 3.5 Flash Lite | Leader |
|---|---|---|---|
| LiveBench data analysis | 76.1% | Not measured | Only Claude Sonnet 4.6 measured |
| Public Benefits Bench (Vals AI) | 62.5% | 51.8% | Claude Sonnet 4.6 |
| SAGE (Vals AI) | 46.6% | 47.3% | Gemini 3.5 Flash Lite |
| MedScribe (Vals AI) | Not measured | 70.9% | Only Gemini 3.5 Flash Lite measured |
| Vals Multimodal Index | 60.6% | Not measured | Only Claude Sonnet 4.6 measured |
| IFBench | 56.6% | Not measured | Only Claude Sonnet 4.6 measured |
| Long context reasoning (AA-LCR) | 80.0% | 76.0% | Claude Sonnet 4.6 |
| DTBench | 89.9% | 83.5% | Claude Sonnet 4.6 |
| LMCA | 46.5% | 37.6% | Claude Sonnet 4.6 |
| ExploitBench | 23.6% | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text | 1458 | 1435 | Claude Sonnet 4.6 |
| LMArena Text: instruction following | 1476 | 1419 | Claude Sonnet 4.6 |
| LMArena Text: creative writing | 1435 | 1421 | Claude Sonnet 4.6 |
| LMArena Vision | 1283 | 1269 | Claude Sonnet 4.6 |
| LMArena Text: English | 1472 | 1438 | Claude Sonnet 4.6 |
| LMArena Text: non-English | 1440 | 1427 | Claude Sonnet 4.6 |
| LMArena Text: Chinese | 1491 | 1468 | Claude Sonnet 4.6 |
| LMArena Text: German | 1428 | 1454 | Gemini 3.5 Flash Lite |
| LMArena Text: Japanese | 1420 | 1426 | Gemini 3.5 Flash Lite |
| LMArena Text: Korean | 1410 | 1407 | Claude Sonnet 4.6 |
| LMArena Text: French | 1465 | 1451 | Claude Sonnet 4.6 |
| LMArena Text: Spanish | 1464 | 1441 | Claude Sonnet 4.6 |
| LMArena Text: Russian | 1440 | 1443 | Gemini 3.5 Flash Lite |
| LMArena Text: Polish | 1443 | 1437 | Claude Sonnet 4.6 |
| LMArena Text: multi-turn | 1464 | 1445 | Claude Sonnet 4.6 |
| LMArena Text: longer queries | 1479 | 1435 | Claude Sonnet 4.6 |
| LMArena Text: writing and language | 1444 | 1428 | Claude Sonnet 4.6 |
| LMArena Text: entertainment and media | 1431 | 1414 | Claude Sonnet 4.6 |
| LMArena Vision: English | 1298 | 1269 | Claude Sonnet 4.6 |
| LMArena Vision: Chinese | 1307 | 1311 | Gemini 3.5 Flash Lite |
| LMArena Vision: reading text | 1296 | 1280 | Claude Sonnet 4.6 |
| LMArena Vision: humor | 1248 | 1287 | Gemini 3.5 Flash Lite |
| LMArena Vision: recognizing things | 1195 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Vision: creative writing | 1272 | 1260 | Claude Sonnet 4.6 |
| LMArena Document | 1482 | Not measured | Only Claude Sonnet 4.6 measured |
| Neither model has a result on the other 11 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Claude Sonnet 4.6 | 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 Sonnet 4.6 | Google Gemini 3.5 Flash Lite |
|---|---|---|
| Maker | Anthropic | |
| Weights | No public weights listed | No public weights listed |
| Released | February 17, 2026 | July 21, 2026 |
| Context window | 1M | 1.05M |
| Input $/Mtok | $3.00 | $0.30 |
| Output $/Mtok | $15.00 | $2.50 |
| Coding index | 57.8 | 33.6 |
| Independent measurements behind it | 2 | 1 |
| Cost per solved task | $1.68 | $0.41 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Claude Sonnet 4.6 better than Gemini 3.5 Flash Lite for coding?
Pick Claude Sonnet 4.6 for coding: it scores 57.8 on the Vibe Coding Index against 33.6 for Gemini 3.5 Flash Lite. Pick Gemini 3.5 Flash Lite when output tokens cost 6.0x less, or when a solved task costs $0.41 against $1.68.
Which is cheaper, Claude Sonnet 4.6 or Gemini 3.5 Flash Lite?
Claude Sonnet 4.6 costs $3.00 per million input tokens and $15.00 per million output tokens; Gemini 3.5 Flash Lite costs $0.30 and $2.50. Per solved SWE-bench Verified task, Claude Sonnet 4.6 costs $1.68 and Gemini 3.5 Flash Lite $0.41.
Which has the bigger context window, Claude Sonnet 4.6 or Gemini 3.5 Flash Lite?
Gemini 3.5 Flash Lite, with 1.05M tokens against 1M.
How many benchmarks is the Claude Sonnet 4.6 vs Gemini 3.5 Flash Lite comparison based on?
77 benchmarks have a result for both models as of October 21, 2026. Claude Sonnet 4.6's coding index rests on 2 independent benchmarks 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.