High-volume, cost-sensitive work
Choose Claude Sonnet 5.5
Claude Sonnet 5.5 costs 11% less on a typical mix of three input tokens for every output token ($4.00 against $4.50 per million tokens).
Choose Claude Sonnet 5.5 for high-volume, cost-sensitive work, writing and code generation, reused prompts and documents (RAG, agents), the hardest reasoning tasks and the latest release; on the other points the two are level or the data is missing.
Each answer below comes straight from the published prices, specifications and independent benchmark results.
Choose Claude Sonnet 5.5
Claude Sonnet 5.5 costs 11% less on a typical mix of three input tokens for every output token ($4.00 against $4.50 per million tokens).
Choose Claude Sonnet 5.5
Claude Sonnet 5.5 charges $10.00 per million output tokens, against $12.00 for Gemini 3.1 Pro. Output dominates the bill when answers are long.
Choose Claude Sonnet 5.5
Claude Sonnet 5.5 charges $0.10 per million cached input tokens, against $0.20 for Gemini 3.1 Pro.
Choose Claude Sonnet 5.5
Claude Sonnet 5.5 scores 56 on the Artificial Analysis Intelligence Index, against 29.7 for Gemini 3.1 Pro.
Either one
They are practically level on Long-context reasoning (AA-LCR) (82.7% and 82%).
Choose Claude Sonnet 5.5
Claude Sonnet 5.5 is the newer release (September 2026, against February 2026 for Gemini 3.1 Pro).
| Volume | Claude Sonnet 5.5 | Gemini 3.1 Pro | Difference |
|---|---|---|---|
| Prototype: 1M input, 250K output tokens | $4.50 | $5.00 | Claude Sonnet 5.5, $0.50 less |
| Production: 20M input, 5M output tokens | $90.00 | $100.00 | Claude Sonnet 5.5, $10.00 less |
| Scale: 500M input, 100M output tokens | $2,000 | $2,200 | Claude Sonnet 5.5, $200.00 less |
Standard rates, without caching or batch discounts. Volumes are per month.
| Claude Sonnet 5.5 | Gemini 3.1 Pro | |
|---|---|---|
| Provider | Anthropic | |
| Category | Language models | Language models |
| Status | Generally available | Preview |
| Headline price | $4.00 / 1M tokens | $4.50 / 1M tokens |
| Input | $2.00 / 1M tokens | $2.00 / 1M tokens |
| Output | $10.00 / 1M tokens | $12.00 / 1M tokens |
| Cached input | $0.10 / 1M tokens | $0.20 / 1M tokens |
| Context window | 1M | 1.05M |
| Max output | 128k | 66k |
| Released | September 2026 | February 2026 |
| Knowledge cutoff | June 2026 | No data |
| Licence | Proprietary | Proprietary |
| Capabilities | Vision, Reasoning, Tool calling, Structured output, Prompt caching, Batch API | Vision, Reasoning, Tool calling, Structured output, Prompt caching, Batch API |
| API model id | claude-sonnet-5-5 | gemini-3.1-pro-preview |
Leader in bold.
| Benchmark | Claude Sonnet 5.5 | Gemini 3.1 Pro |
|---|---|---|
| Intelligence Index | 56 | 29.7 |
| SciCode | 61% | 58.7% |
| Humanity's Last Exam | 55% | 47% |
| Long-context reasoning (AA-LCR) | 82.7% | 82% |
| Terminal-Bench Hard | No data | 53.8% |
| GPQA Diamond | No data | 94.1% |
| IFBench (instruction following) | No data | 77.1% |
| τ²-Bench (agentic tool use) | No data | 95.6% |
| MMMU-Pro (visual reasoning) | No data | 82.4% |
Independent evaluations by Artificial Analysis, run the same way for every model, at the reasoning setting shown. Percentages unless marked as an index.
Choose Claude Sonnet 5.5 for high-volume, cost-sensitive work, writing and code generation, reused prompts and documents (RAG, agents), the hardest reasoning tasks and the latest release; on the other points the two are level or the data is missing.
Claude Sonnet 5.5 is 11% cheaper than Gemini 3.1 Pro at the headline price ($4.00 / 1M tokens vs $4.50 / 1M tokens).
Gemini 3.1 Pro reads more per request: 1.05M tokens against 1M.
Claude Sonnet 5.5 is made by Anthropic and Gemini 3.1 Pro by Google. Claude Sonnet 5.5 is 11% cheaper than Gemini 3.1 Pro at the headline price ($4.00 / 1M tokens vs $4.50 / 1M tokens). Gemini 3.1 Pro reads more per request: 1.05M tokens against 1M. Claude Sonnet 5.5 is the newer model (September 2026, against February 2026).
At 20 million input and 5 million output tokens a month, Claude Sonnet 5.5 costs $90.00 and Gemini 3.1 Pro costs $100.00, at standard rates.
Claude Sonnet 5.5 was released on September 2026 and Gemini 3.1 Pro on February 2026.